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Part 1 — VL Island → Word Bank (50 each, machine-readable)

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Part 1 — VL Island → Word Bank (50 each, machine-readable)

Spec: VocabularyLattice.WordBank.Registry
Version: v0.1
RecordType: VL_WORD_BANK
Fields:
- island_id
- words (50 items)
Rule:
- mix of verbs/nouns/adjectives/adverbs/phrases; avoid duplicates

VL_WORD_BANK: VL.CI.sensory (50)

sight, sound, touch, smell, glimpse, silhouette, shadow, outline, glare, flicker, dim, bright, muffled, echo, thud, tapping, rustle, hiss, silence, distant, nearby, cold, warm, rough, smooth, damp, sticky, trembling, brushed, gripped, air, stale, fresh, scent, smoke, rain, disinfectant, corridor, doorway, footsteps, heartbeat, breath, whisper, creak, cracked, shiver, pulse, chill, hum, faint

VL_WORD_BANK: VL.CI.sensory_sight (50)

dim light, harsh glare, flickering light, shadow, silhouette, outline, blur, sharp, pale, bright, glint, reflection, shimmer, dull, tinted, streaked, cracked, dusty, spotless, crowded, empty, narrow, wide, towering, tiny, swirling, drifting, flashing, steady, uneven, motionless, trembling, gaze, stare, glimpse, notice, squint, peer, scan, outline, doorway, corner, ceiling, floor, window, curtain, lamplight, streetlight, signboard, mirror

VL_WORD_BANK: VL.CI.sensory_sound (50)

faint tapping, muffled voices, footsteps, echo, thud, creak, rustle, whisper, murmur, buzz, hum, ring, clatter, crash, silence, steady rhythm, sudden bang, distant, nearby, behind me, above, below, along the hallway, on the stairs, at the door, outside the window, the room fell silent, held my breath, paused to listen, strained my ears, sounded closer, grew louder, faded away, sharp click, soft knock, rattling, squeak, dripping, wind howling, rain pattering, phone buzzing, alarm ringing, crowd roaring, chair scraping, paper tearing, metal clang, door slammed, keys jingled

VL_WORD_BANK: VL.CI.sensory_touch (50)

cold metal, warm air, rough fabric, smooth surface, damp skin, sticky handle, tight grip, trembling hands, brushed, pressed, clenched, shivered, numb, tingling, icy, heated, prickly, soft, hard, slippery, coarse, sharp edge, heavy weight, light tap, firm handshake, sweaty palms, fingers tightened, shoulders tensed, heart pounding, breath caught, steady my hands, leaned on, reached for, stumbled, steadied myself, cool breeze, warm sunlight, wet floor, dry lips, sore muscles, stiff fingers, aching wrist, gentle touch, sudden jolt, goosebumps, pulse racing, hands went cold, relaxed my grip, loosened my shoulders, wiped my palms

VL_WORD_BANK: VL.CI.sensory_smell (50)

hint of smoke, smell of rain, sharp disinfectant, stale air, fresh scent, perfume, sweat, detergent, wet grass, fried food, exhaust, dusty room, damp hallway, burnt toast, clean soap, strong odor, faint scent, lingering smell, nose wrinkled, breathed in, held my breath, the air smelled of, smelled like, reminded me of, musty, sour, sweet, bitter, metallic, pungent, earthy, smoky, floral, oily, sharp, mild, overwhelming, refreshing, corridor, kitchen, classroom, toilet, lift, pantry, trash bin, spilled drink, wet umbrella, new book smell, old paper smell, chalk dust, chlorine

VL_WORD_BANK: VL.CI.humour_light (50)

awkward pause, couldn’t help laughing, tried not to smile, laughed it off, burst out laughing, grinned, chuckled, giggled, playful, silly, harmless, gentle joke, misunderstanding, mix-up, mistaken identity, waved at CCTV, wrong person, wrong door, slipped (minor), spilled (minor), everyone stared, face went hot, wished the floor opened, shrugged, embarrassed smile, shook my head, “Oops”, “My bad”, “Are you serious?”, “I can’t believe it”, comic timing, unexpected, ridiculous, not my finest moment, recovered quickly, laughed together, lightened the mood, broke the tension, inside joke, funny coincidence, small surprise, awkward grin, tried again, apologised lightly, made a joke, smiled back, relaxed, eased up, mood lifted, friendly teasing, harmless mistake

VL_WORD_BANK: VL.CI.hope (50)

small sign, spark of hope, second chance, encouraged, hopeful, began to believe, turned a corner, step by step, not giving up, possible, still time, improvement, progress, one good line, tiny success, supportive comment, practice plan, routine, steady effort, keep going, try again, adjust approach, learn from mistakes, calm down, breathe, focus, aim, goal, motivation, determined, optimistic (careful), realistic, evidence, improvement graph, consistent, less mistakes, better timing, confidence returning, “maybe I can”, “not yet”, “I’ll keep trying”, teacher nodded, friend supported, checklist, revised notes, clear steps, worked this time, paid off, regained control, looked forward, brighter, relief

VL_WORD_BANK: VL.CI.surprise (50)

to my surprise, startled, stunned, blinked, caught off guard, unexpected, sudden change, didn’t expect, jaw dropped (casual), froze briefly, widened eyes, gasped, paused, stepped back, looked again, realised, revealed, turned out, actually, instead, suddenly (sparingly), plot twist, wrong assumption, hidden detail, new information, strange coincidence, surprising answer, unexpected kindness, unexpected message, door opened, phone rang, lights turned on, familiar face, neighbour, teacher appeared, surprise test, surprise gift, unexpected apology, surprising result, shock (strong), amazed, confused at first, then understood, “Wait—what?”, “No way”, “I couldn’t believe it”, heart jumped, mind blanked, laughed after, relieved after, explained later

VL_WORD_BANK: VL.CI.trust (50)

earned my trust, kept a promise, reliable, dependable, honest, truthful, consistent, proved, showed up, on time, followed through, supported me, stood by me, trustworthy, faith in, confidence in, trust was shaken, broke my trust, let me down, betrayed, doubt, cautious, guarded, gave a chance, forgave, rebuilt, slowly, over time, sincere, apology, made amends, transparent, explained clearly, admitted fault, took responsibility, no excuses, actions matched words, kept it private, respected boundaries, kept a secret, did what he said, evidence, pattern, track record, second chance, trust grew, trust faded, trust returned, “I can rely on you”, “I’m not sure anymore”

VL_WORD_BANK: VL.CI.politeness (50)

respectfully, politely, calmly, tactful, diplomatic, gentle tone, lowered my voice, chose my words carefully, “I understand”, “however”, “may I suggest”, “would you consider”, “I see your point”, “I disagree”, “I’m concerned”, “perhaps”, “it might be better”, “could we”, “let’s”, compromise, negotiate, clarify, apologise, thank you, please, excuse me, pardon me, appreciate, considerate, patient, not interrupting, listening, nodding, acknowledging, speaking softly, avoiding insults, no shouting, no sarcasm, respectful disagreement, constructive feedback, raise a concern, request, inquire, propose, recommend, refrain, maintain composure, civil, courteous, professional, formal greeting, polite closing, “for your consideration”, “I would be grateful”

VL_WORD_BANK: VL.CI.questioning (50)

clarify, inquire, ask, question, probe, challenge, test, examine, investigate, verify, confirm, “what do you mean”, “how does that”, “why is that”, “what evidence”, “could you explain”, “can you clarify”, “do you mean”, “are you saying”, “what if”, “how would”, “what happens when”, assumption, claim, reason, evidence, definition, example, counterexample, logic, consequence, lead to, result in, contribute to, compare, contrast, follow-up question, request clarification, seek understanding, not accusing, curious, skeptical (careful), respectful tone, soften with “I’m trying to understand”, precise wording, avoid blame, focus on ideas, check meaning, confirm steps, verify answer, double-check, interpret, rephrase, restate

VL_WORD_BANK: VL.CI.register_formal (50)

therefore, however, moreover, furthermore, consequently, nevertheless, thus, in addition, in contrast, in summary, evidence, indicates, suggests, demonstrates, illustrates, implies, supports, argue, contend, maintain, propose, recommend, advise, consider, evaluate, analyse, assess, conclude, clarify, specify, define, criteria, reliable, consistent, significant, substantial, practical, effective, efficient, beneficial, harmful, limitation, in most cases, it is likely, it appears, objective, neutral, respectfully, sincerely, regarding, request, apologise, appreciate, for your consideration, thank you for your time

VL_WORD_BANK: VL.CI.register_casual (50)

honestly (sparingly), basically (sparingly), at first, then, next, finally, kind of (sparingly), pretty sure (sparingly), I thought, I realised, turns out, no way, wait—what, I guess (careful), I mean, okay, anyway, so, well, to be fair, the main thing is, here’s the point, that’s why, because, but, still, actually, really (sparingly), super (sparingly), a bit, a lot (replace if formal), stuff (avoid), things (avoid), hang out, chat, laugh, joke, awkward, embarrassed, relieved, calm down, try again, made sense, didn’t click, messed up (casual), my bad, oops, not my finest moment, I managed to, I ended up, it worked out, learned my lesson, felt better

VL_WORD_BANK: VL.CI.uncertainty_hedging (50)

seems, appears, likely, unlikely, possible, probably (careful), in most cases, generally, often, sometimes, rarely, may, might, could, tends to, suggests, indicates, based on, evidence, limited, uncertain, not enough data, cannot be sure, depends on, varies, estimate, approximate, assumption, hypothesis, risk, chance, more likely than, less likely than, to some extent, partially, contributes to, correlates with (careful), may lead to, can result in, could reduce, might increase, one possibility is, another explanation is, the main factor may be, within limits, under certain conditions, on average, in practice, in theory, it is reasonable to infer, it is safer to say, tentative conclusion, further evidence needed

VL_WORD_BANK: VL.CI.clarity (50)

define, definition, specifically, exactly, meaning, scope, clarify, explain, state clearly, avoid ambiguity, precise, concrete, direct, simple, straightforward, structure, main point, key idea, summary, restate, rephrase, in other words, for example, one clear case, criteria, boundaries, not X but Y, focus, remove extra, tighten, consistent terms, same tense, same subject, avoid pronoun confusion, name the actor, link words, because, therefore, however, topic sentence, support, conclusion, avoid vague words, replace “thing”, replace “stuff”, replace “nice”, replace “good”, show proof, one example, check meaning, confirm interpretation, clear steps, step-by-step, checklist, organised

VL_WORD_BANK: VL.CI.coherence (50)

topic sentence, main idea, support, evidence, example, explain, link back, therefore, however, in addition, also, moreover, firstly, secondly, finally, as a result, for this reason, consistent, stay on topic, remove drift, one paragraph one idea, structure, PEEL, point, elaboration, explanation, link, transition, connector, flow, sequence, cause, contrast, summary, repeat key noun, avoid pronouns, refer clearly, same tense, same viewpoint, avoid random detail, tighten scope, cut filler, reduce run-on, split sentences, order ideas, logical order, coherence, clarity, focus, conclude, reinforce, stick to prompt, answer the question, no new point at the end

VL_WORD_BANK: VL.CI.compare (50)

similar, different, contrast, whereas, however, on the other hand, compared with, in contrast, both, similarly, likewise, unlike, while, although, advantage, disadvantage, benefit, drawback, trade-off, criteria, cost, value, efficiency, reliability, fairness, convenience, speed, accuracy, long-term, short-term, flexible, rigid, stronger, weaker, more effective, less effective, practical, impractical, depends, under certain conditions, for example, one case, evidence, evaluate, weigh, prioritise, rank, choose, decision, option A, option B, outcome, impact, consequences, overall, therefore, conclusion

VL_WORD_BANK: VL.CI.causality (50)

because, since, due to, as a result, therefore, consequently, leads to, results in, causes, triggers, contributes to, increases, reduces, affects, influences, mechanism, chain, step-by-step, if-then, under pressure, under load, condition, outcome, effect, impact, reason, factor, main cause, secondary cause, direct, indirect, immediate, long-term, short-term, feedback loop, reinforce, weaken, prevent, avoid, reduce risk, increase risk, more likely, less likely, evidence, example, explains why, explains how, explains what happens, link, therefore, thus, hence, in turn, knock-on effect, cascade (careful), predictable, reliable

VL_WORD_BANK: VL.CI.process (50)

step, method, routine, plan, strategy, checklist, sequence, first, next, then, after that, finally, goal, prepare, organise, outline, map out, break down, decompose, practise, drill, repeat, rehearse, apply, implement, follow, execute, start, continue, pause, review, check, verify, correct, refine, adjust, improve, measure, track, record, monitor, checkpoint, mistake, fix, feedback, reflect, summarise, result, outcome, consistent, reliable, time limit, under time pressure, manage, prioritise

VL_WORD_BANK: VL.CI.learning (50)

learn, practise, revise, study, understand, realise, grasp, master, improve, progress, mistake, correction, feedback, reflection, lesson, strategy, method, routine, consistent, automatic, step-by-step, clarify, explain, ask, question, confusion, made sense, clicked, figured out, worked out, repeated practice, drill, apply, transfer, under pressure, timed practice, accuracy, speed, checklist, error log, pattern, weak point, strengthen, refine, build foundation, deepen understanding, revise notes, examples, practice questions, review mistakes, compare answers, check work, confidence grew, reliable performance, long-term

VL_WORD_BANK: VL.CI.confidence (50)

confident, steady, composed, calm, sure, certain, prepared, ready, capable, reliable, consistent, improved, stronger, secure, relaxed, breathed steadily, focused, clear mind, took control, handled pressure, managed time, trusted myself, believed, reassured, encouraged, small wins, progress, successful attempt, did it again, practiced, routine, checklist, plan, strategy, step-by-step, started with easy, checked answers, fewer mistakes, finished on time, not rushed, not panicked, learned from errors, recovered quickly, bounced back, calm voice, firm decision, quiet pride, self-assured, resilient, stable, reliable under stress, regained confidence

VL_WORD_BANK: VL.CI.time_pressure (50)

time limit, deadline, countdown, rushed, hurry, fast, quick, immediate, last-minute, under pressure, panic (avoid), steady pace, manage time, prioritise, first easy questions, skip and return, allocate minutes, track time, watch, clock, timer, timed practice, speed, accuracy, careless mistakes, rushed steps, missed detail, check work, double-check, review, final check, buffer time, margin, pacing, delay, late, behind schedule, catch up, finish early, finish on time, ran out of time, time slipped away, time flew, forced myself to slow down, calm control, breath, focus, planned approach, routine, efficiency, effective, manageable, demanding, stress, pressure

VL_WORD_BANK: VL.CI.argument (50)

thesis, claim, argue, contend, maintain, position, stance, reason, reasoning, logic, evidence, example, explanation, mechanism, therefore, however, although, nevertheless, in contrast, in addition, point, support, rebut, counterargument, concede, refute, evaluate, weigh, criteria, benefit, drawback, trade-off, practical, fair, reliable, effective, efficient, policy, recommendation, propose, suggest, conclude, summary, in summary, for these reasons, as a result, consequence, impact, outcome, limitation, in most cases, depends, conditional, stronger argument, persuasive, coherent, structured

VL_WORD_BANK: VL.CI.evidence (50)

example, case, instance, for example, specifically, evidence, proof (careful), supports, indicates, suggests, demonstrates, illustrates, data, result, outcome, observation, detail, fact, quote (if allowed), statistic (if given), comparison, before-and-after, pattern, track record, consistent, reliable, test, trial, experiment, measured, tracked, recorded, monitored, checklist, error log, improvement, fewer mistakes, higher score, faster time, clearer writing, mechanism, reason, because, therefore, link, connection, show, confirm, verify, validate, credible, relevant, strong example, one clear case, limitation, not enough evidence, cautiously, likely

VL_WORD_BANK: VL.CI.neutrality (50)

objective, neutral, factual, unbiased, calm tone, avoid exaggeration, avoid insults, avoid praise inflation, measured, balanced, in general, in most cases, may, might, likely, possible, depends, under certain conditions, evidence suggests, indicates, one example, one case, limitation, unclear, uncertain, cannot be sure, avoid absolutes, no “always/never”, consistent tense, clear references, define scope, summarize, main point, key details, not opinion, avoid emotional words, keep it simple, direct, precise, concise, controlled, accurate, restrained, careful wording, report, explain, describe, compare, evaluate, conclude cautiously, state reasons, acknowledge counterpoint, consider both sides, verify, check, clarify, in summary, therefore (only with link)

VL_WORD_BANK: VL.CI.fairness (50)

fair, unfair, equal, inequality, bias, reasonable, justified, unjustified, consistent rules, equal opportunity, access, inclusivity, discrimination, privilege, disadvantage, level playing field, transparent, accountable, responsibility, consequences, rights, duties, criteria, standard, merit, effort, needs, support, protection, safeguard, balance, trade-off, harm, benefit, common good, public interest, policy, regulation, enforce, comply, treat equally, treat fairly, consider context, avoid favouritism, evidence-based, practical, workable, sustainable, long-term, short-term, fair outcome, fair process, impartial, neutral, respectful, complaint, remedy, compromise

VL_WORD_BANK: VL.CI.politeness (50) (duplicate-safe, refined to avoid repeats)

courteous, respectful, tactful, diplomatic, calm tone, gentle voice, polite request, “please”, “thank you”, “excuse me”, “I understand”, “however”, “may I suggest”, “would you consider”, “I see your point”, “I’m concerned”, “perhaps”, “it might be better”, “could we”, compromise, clarify, acknowledge, listen, not interrupt, choose words carefully, lower voice, maintain composure, civil, professional, constructive, feedback, request, inquire, propose, recommend, refrain, apologise, appreciate, considerate, patient, respectful disagreement, avoid sarcasm, avoid insults, soften, concession, counterpoint, response, conclude politely, formal greeting, polite closing, sincerely, regarding, for your consideration

VL_WORD_BANK: VL.CI.warmth (50)

gentle smile, warm tone, kind gesture, reassuring voice, friendly, caring, considerate, patient, supportive, understanding, empathy, comfort, soothe, reassure, encourage, “it’s okay”, “take your time”, “you can do it”, nod, soft laugh, welcoming, approachable, sincere, thoughtful, attentive, listened, helped quietly, offered help, checked in, spoke gently, calm presence, safe, relaxed, relieved, gratitude, trust, bond, kindness, respect, small kindness, simple words, steady support, encouraged me, made me feel seen, eased my worry, lifted my mood, brightened my day, quiet confidence, warm-hearted, generous, thoughtful response, caring tone

VL_WORD_BANK: VL.CI.kindness (50)

help, assist, support, guide, share, offer, hold the door, carry bags, lend notes, explain patiently, encourage, comfort, listen, include someone, stand up for, defend, protect, check on, kindness, considerate, thoughtful, caring, gentle, polite, respectful, selfless, generous, compassionate, friendly, warm, patient, forgiving, understanding, a small gesture, quiet help, simple act, did not hesitate, stepped in, took time, stayed with, walked with, gave up seat, shared umbrella, picked up items, helped a stranger, helped a friend, made them feel better, eased their worry, brightened their day, said something kind, offered a solution, supported quietly, did the right thing

VL_WORD_BANK: VL.CI.gratitude (50)

thank, thanked, grateful, appreciative, acknowledge, appreciate, recognition, “thank you”, “I appreciate it”, “I’m grateful”, “I won’t forget”, repay, return the favour, kindness, support, guidance, patience, time, effort, help, encouragement, reassurance, warm words, thoughtful advice, listened, helped me, stayed after class, explained again, checked in, believed in me, gave me confidence, made a difference, impact, changed my mindset, improved my work, steadier, calmer, less anxious, specific help, one small thing, meant a lot (careful), quietly thankful, sincere thanks, wrote a note, thanked properly, showed appreciation, expressed thanks, felt indebted (careful), grateful for your time, grateful for your help, gratitude, appreciation, honoured, touched, moved, heartfelt

VL_WORD_BANK: VL.CI.respect (50)

respect, respected, admire, admired, appreciate, appreciated, acknowledged, authority, experience, wisdom, fair, honest, reliable, responsible, disciplined, hardworking, humble, polite, courteous, considerate, listened, did not interrupt, followed rules, valued opinions, gave credit, treated fairly, set an example, role model, earned respect, gained respect, showed respect, respectful tone, respectful disagreement, thanked, recognised effort, recognised skill, praised appropriately, kept promises, kept boundaries, professionalism, integrity, trust, honour, valued, grateful, careful words, calm response, constructive, accepted feedback, improved, learning attitude, open-minded, maturity, considerate action, gave space, patient, supportive

VL_WORD_BANK: VL.CI.responsibility (50)

responsible, accountable, reliable, dependable, duty, obligation, commit, committed, follow through, kept promise, punctual, prepared, organised, manage time, take charge, take responsibility, admit fault, own mistake, correct it, fix it, make amends, learn from it, prevent repeat, careful, cautious, sensible, practical, mature, trustworthy, integrity, discipline, consistent, steady effort, finish tasks, submit on time, plan ahead, consider consequences, think before acting, protect others, support team, do my part, contribute, cooperate, self-control, avoided excuses, accepted consequences, did not blame others, took initiative, helped proactively, checked details, double-checked, safety, safeguard, reliable behaviour, responsibility shown in action

VL_WORD_BANK: VL.CI.regret (50)

regret, regretted, remorse, felt sorry, apologised, wished I hadn’t, realised too late, unfair, careless words, hurt someone, guilt (careful), shame (careful), embarrassed, uncomfortable, uneasy, heavy feeling, couldn’t forget, replayed it, thought about it, learned lesson, made it right, admitted fault, took responsibility, apologised sincerely, no excuses, repaired, reconciled, forgiven, earned back trust, changed behaviour, next time, pause before speaking, check facts, don’t assume, be kinder, be fair, listen first, calm down, control anger, control jealousy, corrected mistake, improved, reflected, promised myself, determined to change, small step, honest talk, cleared misunderstanding, relief after apology, tension faded, moved on, grew from it

VL_WORD_BANK: VL.CI.apology (50)

apologise, apologised, apology, sorry (simple), sincerely, regret, admit fault, acknowledge, take responsibility, own mistake, no excuses, explain briefly, make amends, fix, repair, replace, correct, offer help, promise to improve, next time, prevent repeat, I was wrong, I shouldn’t have, I understand I hurt you, I didn’t mean to (careful), I see your point, I will do better, please forgive me (optional), I take full responsibility, I accept the consequences, thank you for telling me, I appreciate your patience, I’ll make it right, I’ll pay for it, I’ll redo it, I’ll correct it, I’ll return it, I’ll stop, I’ll change, I’ll be more careful, calm tone, honest, direct, specific, not vague, not blame others, not defensive, sincere words, repair action, follow through, rebuild trust, apology accepted, apology rejected (handle respectfully), respectful closing

VL_WORD_BANK: VL.CI.failure (50)

failed, failure, setback, stumble, struggled, couldn’t, not yet, fell short, missed target, lost, mistake, wrong answer, careless error, ran out of time, confused, overwhelmed, disappointed, discouraged, frustrated, wanted to quit, gave up (avoid), persisted, tried again, adjusted, changed method, practiced, drilled, reviewed mistakes, learned lesson, found weak point, improved, recovered, bounced back, second attempt, third attempt, gradual progress, step by step, routine, consistency, determination, resilient, calm control, focused, planned, time management, checklist, small wins, one improvement, fewer mistakes, better result, succeeded eventually, paid off, growth mindset (if allowed), proved to myself, quiet pride, kept going despite, overcame

VL_WORD_BANK: VL.CI.determination (50)

determined, determination, persist, persevered, refused to give up, kept going, stayed committed, disciplined, focused, stubborn (careful), steady effort, consistent practice, routine, goal, aim, plan, small steps, step by step, push through, overcame, handled setbacks, learned from mistakes, tried again, adjusted approach, kept practicing, drilled, reviewed errors, improved gradually, stayed calm, managed pressure, ignored distractions, prioritised, tracked progress, measured improvement, time management, checked work, self-control, patience, resilience, endurance, effort paid off, long-term goal, short-term target, motivated, encouraged, supportive reminder, “not yet”, “I can improve”, “I will finish”, “I won’t stop”, stayed after class, asked for help, practiced daily, made progress, improved consistency, grew stronger, earned result

VL_WORD_BANK: VL.CI.pride (50)

pride, proud, quiet pride, satisfied, accomplished, achieved, earned, deserved, relieved, grateful (mix carefully), smiled, small smile, held my head up, felt stronger, confidence, progress, improvement, worked hard, effort paid off, reached goal, met target, succeeded, overcame, recovered, proved, personal best, milestone, recognised, praised, acknowledgement, self-respect, dignity, calm confidence, not arrogant, humble pride, grateful for help, thankful, learned lesson, changed, better than before, consistent, reliable, handled pressure, stayed calm, did my best, did it right, checked carefully, fewer mistakes, finished on time, steady performance, felt capable, proud of the process, proud of the effort, proud of improvement, proud of resilience, proud moment, accomplishment, satisfaction

VL_WORD_BANK: VL.CI.friendship (50)

friendship, friend, trust, support, loyalty (careful), kindness, honesty, respect, misunderstanding, conflict, argument, reconcile, apologise, forgive, talk it out, listen, explain, clarify, assume (avoid), check facts, made up, drifted apart, ignored, hurt feelings, felt left out, jealousy (careful), regret, repair, rebuild trust, compromise, comfort, encourage, stand by, help, share, laugh together, inside joke, keep promises, keep secrets, include, invite, spend time, hang out (casual), message, reply, left on read (casual), cleared it up, honest conversation, sincere apology, accepted apology, gave second chance, learned lesson, stronger bond, friendship grew, friendship tested, respectful disagreement, patient, understanding, supportive friend, caring friend

VL_WORD_BANK: VL.CI.conflict (50)

conflict, disagreement, argument, tension, misunderstanding, clash, annoyed, upset, angry, snapped, raised voice, hurt feelings, blame, accuse, defensive, stubborn, refused, ignored, silent treatment, awkward, uncomfortable, confrontation, explain, clarify, listen, acknowledge, apologise, compromise, negotiate, resolve, settle, reconcile, make peace, calm down, compose, speak politely, choose words carefully, respectful, tactful, discuss, talk it out, agree, disagree, accept, decline, propose, suggestion, concern, solution, next step, boundaries, fairness, consequences, repaired relationship, trust rebuilt, lesson learned, avoid assuming, check facts, control emotions

VL_WORD_BANK: VL.CI.anger (50) (already provided above, kept consistent)

annoyed, irritated, angry, furious, clenched jaw, clenched fists, snapped, glared, raised voice, gritted teeth, heart pounding, hot face, tense shoulders, stormed off, slammed, accused, blamed, unfair, injustice, rude, disrespectful, impatient, frustrated, loss of control, regret, apologise, calm down, breathe, step back, pause, count to ten, lower voice, steady breathing, compose, respond calmly, choose words, avoid shouting, avoid insults, speak politely, express concern, explain reason, set boundaries, take responsibility, admit fault, fix mistake, make amends, reconcile, cooled down, anger faded, quieted, relief after, lesson learned

VL_WORD_BANK: VL.CI.anxiety (50)

uneasy, anxious, worried, overwhelmed, nervous, tense, stomach tightened, heart raced, hands sweaty, couldn’t stop thinking, what if, fear of failure, uncertain outcome, anticipation, pressure, time limit, test, performance, blank out, forget steps, self-doubt, shaky breath, fidget, hesitate, stammer, restless, sleepless, distracted, mind racing, catastrophise (formal), calm down, breathe, steady breath, compose, plan, checklist, start with easy, underline key words, step by step, focus, regain control, confidence returning, supportive reminder, teacher reassured, small win, first question done, relaxed shoulders, clearer mind, less panic, managed pressure, practiced, routine, prepared, likely outcome, realistic expectation, accepted uncertainty

VL_WORD_BANK: VL.CI.boredom (50)

uninterested, bored, restless, drained, mind wandered, stared at clock, daydreamed, yawned, distracted, dull, repetitive, meaningless, slow, dragged on, zoned out, couldn’t focus, forced myself, tried to pay attention, notes blurred, blank stare, tapped foot, fidgeted, sighed, checked time, wanted it to end, low energy, sleepy, unmotivated, half-listening, drifting attention, switched off, snapped back, refocused, set a small goal, broke task into steps, short break, timer, reward, engaged again, found a challenge, made it fun, asked a question, changed approach, curiosity returned, interest grew, more engaging, interactive, active task, movement, variety, refreshed, regained focus, manageable, less boring, improved attention, stayed present

VL_WORD_BANK: VL.CI.confusion (50) (already above, kept consistent)

unsure, confused, lost, overwhelmed, didn’t understand, didn’t click, mixed up, unclear, messy, scrambled, missing step, wrong method, misunderstood, misread, misinterpreted, puzzled, uncertain, hesitant, stuck, blank, mind went blank, couldn’t make sense, needed clarification, asked, inquired, checked, reread, highlighted, underlined, reorganised, broke down, step by step, simplified, compared, looked for pattern, asked teacher, asked friend, explained again, example helped, finally clicked, pieces fell into place, realised mistake, corrected, checked again, clearer, organised, structured, plan, method, routine, more confident, less confused, resolved

VL_WORD_BANK: VL.CI.success (50) (already above, kept consistent)

improved, succeeded, achieved, exceeded (careful), met target, reached goal, accomplished, completed, finished on time, accurate, consistent, reliable, fewer mistakes, better score, higher marks, progress, routine paid off, practice paid off, breakthrough, milestone, personal best, confidence grew, steady, calm, controlled, managed time, checked work, verified, corrected errors, effective strategy, good method, practical approach, efficient, worked smoothly, turned out as planned, result improved, noticeable improvement, achieved my goal, secured, earned, deserved, proud, satisfied, relieved, grateful (careful), recognised effort, teacher praised, rewarded, successful attempt, repeatable, stable under pressure, transferable skill, proof, evidence, result, outcome, summary, therefore, for these reasons, lesson learned

Part 2 — 10 “True Lattice At Work” Examples (EL + VL + Sensors + Repairs)

Spec: LanguageOS.WorkedExamples.TrueLattice
Version: v0.1
RecordType: WORKED_EXAMPLE
Format per example:
1) route_id
2) EL skeleton nodes (ENodes)
3) VL nodes (VNodes: {islands + chosen words})
4) Draft v0 (intentionally imperfect)
5) Sensors fired (EL.S + VL.S)
6) Repairs applied (EL then VL)
7) Output v1 (final)

EX01 — PSLE Suspense (Sensory + Controlled climax)

1) route_id: ROUTE.NAR.002
2) ENodes: Normal → Odd detail → Escalation → Turn → Resolution
3) VNodes:

  • sensory_sound: {faint tapping, footsteps echoed}
  • sensory_sight: {dim light, sharp silhouette}
  • suspense: {held my breath}

4) Draft v0:
“Suddenly I heard a scary sound and I was very scared. Then I went down and it was very dark.”

5) Sensors fired:

  • VL.S5 IntensityMismatch (too strong too early)
  • VL.S4 CollocationClash (“scary sound” vague)
  • EL.S3 LinkFailure (“then then”)
  • Z0.WEAK: very, suddenly, scary

6) Repairs:

  • EL: replace sequence links (moments later / as a result)
  • VL: swap “scary” → sensory_sound + suspense wording; tune intensity ladder
  • Z0.WEAK: remove “very”, limit “suddenly”

7) Output v1:
“At first, the house was quiet. A faint tapping came from the window, and the corridor fell silent. I held my breath and took one step forward. In the dim light, the handle looked like a sharp silhouette. I flicked on the switch—only to see the blind cord swinging against the frame.”

EX02 — PSLE Misunderstanding (Regret + Apology + Rule)

route_id: ROUTE.NAR.003
ENodes: Mistake → Proof → Apology → Repair → Rule
VNodes: regret {realised too late, replayed it}, ownership {take responsibility, next time}, friendship {talk it out}

Draft v0:
“I was mean to her because she didn’t reply. I felt bad and sorry. I learned a big lesson about life.”

Sensors:

  • VL.S1 SenseWrong (mean ambiguous; why “didn’t reply”?)
  • EL.S4 ReferenceLeak (who is “her”?)
  • EL.S5 ScopeLeak (“big lesson about life”)
  • Z0.WEAK: mean, bad, big

Repairs:

  • EL: name characters; shrink scope to 1 lesson; insert cause/evidence
  • VL: switch “mean” → “cold comment”; add apology + repair step; keep lesson small

Output v1:
“I assumed Mei was ignoring me, so I made a cold comment in class. Her smile faded, and I realised too late that my words had hurt her. After school, I took responsibility and apologised without excuses. We talked it out and discovered my message had not been sent. I learned one rule: when I feel offended, I should check the facts before I speak.”

EX03 — PSLE Determination (Failure → Adjustment → Success)

route_id: ROUTE.NAR.005
ENodes: Fail → Adjustment → Succeed → Reflection
VNodes: failure {fell short}, determination {built a routine}, success {paid off}

Draft v0:
“I failed and tried harder and got better.”

Sensors:

  • EL.S6 LoadCollapse (too compressed; missing mechanism)
  • VL.S3 FrameBreak (no proof/action)
  • Z0.WEAK: tried, got better

Repairs:

  • EL: expand into 4 nodes; add one adjustment detail
  • VL: use routine language; add proof of outcome

Output v1:
“I fell short in my first attempt because I rushed and skipped checks. So I built a routine: ten minutes of timed practice each day and a quick checklist at the end. A week later, my practice finally paid off—I finished on time with fewer careless mistakes. I was proud of the improvement because it came from a clear change, not luck.”

EX04 — O-Level Concession + Rebuttal (Phones)

route_id: ROUTE.ARG.102
ENodes: Counterpoint → Concede → Rebut → Stronger claim
VNodes: politeness {I understand; however}, evidence {one clear case}, time_pressure {careless mistakes}

Draft v0:
“Phones are good but they are bad. Students always get distracted.”

Sensors:

  • EL.S5 ScopeLeak (binary)
  • VL.S6 PolarityDrift (good/bad without criteria)
  • Z0.WEAK 035 (always), 001/002 (good/bad)

Repairs:

  • EL: define condition + claim; add mechanism and limitation
  • VL: replace good/bad with criteria; hedge absolutes

Output v1:
“Phones can be useful for quick research. However, unrestricted phone use often distracts students during explanations, which reduces focus and increases careless mistakes under time pressure. Therefore, phones should be allowed only for specific tasks under teacher direction.”

EX05 — O-Level Problem–Solution (Homework overload)

route_id: ROUTE.ARG.109
ENodes: Problem → Causes → Solution steps → Checkpoint → Close
VNodes: causality {contributes to}, process {checklist}, neutrality {avoid exaggeration}

Draft v0:
“Homework is too much and students suffer a lot, so remove it.”

Sensors:

  • EL.S5 ScopeLeak (extreme solution)
  • VL.S5 IntensityMismatch (“suffer a lot”)
  • EL.S3 LinkFailure (no mechanism)

Repairs:

  • EL: replace remove-it-all with targeted solution; add checkpoint
  • VL: reduce intensity; add “manageable” framing

Output v1:
“Homework becomes harmful when it is excessive and unfocused, because it reduces sleep and increases rushed, careless work. Instead of removing homework entirely, schools should assign shorter targeted practice that reinforces key skills, and include a clear time limit. A simple checkpoint is whether most students can complete it within the intended duration. With these safeguards, homework supports learning without overload.”

EX06 — Narrative Humour (safe)

route_id: ROUTE.NAR.013
ENodes: Setup → mismatch → reaction → gentle lesson
VNodes: humour_light {awkward pause, laughed it off}, embarrassment {face went hot}

Draft v0:
“It was hilarious and everyone laughed at him.”

Sensors:

  • VL.S6 PolarityDrift (humour becomes cruelty)
  • EL.S4 ReferenceLeak (who is him?)
  • Register risk: insulting

Repairs:

  • EL: shift humour to self / situation; name actor
  • VL: remove “laughed at him” → “laughed it off”

Output v1:
“I walked into the wrong classroom and waved confidently at the ‘teacher’. There was an awkward pause—then I realised the teacher was actually a parent helper. My face went hot, but I laughed it off and quietly slipped back out.”

EX07 — Expository “Explain to younger” (Clarity)

route_id: ROUTE.EXP.213
ENodes: Definition → tiny example → why it matters
VNodes: clarity {specifically, in other words}

Draft v0:
“Fractions are like things with parts and stuff.”

Sensors:

  • Z0.WEAK: things/stuff
  • EL.S3 LinkFailure (no example)
  • VL.S1 SenseWrong (unclear definition)

Repairs:

  • EL: add clean definition + one example
  • VL: replace vague words; use “specifically”

Output v1:
“A fraction shows a part of a whole. For example, if a pizza is cut into 4 equal slices, eating 1 slice is 1/4. This matters because fractions help you measure and compare amounts accurately.”

EX08 — Repair Pass (Tense stabiliser)

route_id: ROUTE.MIC.304
ENodes: lock past tense narrative
VNodes: time_pressure {countdown}, calm_control {took a breath}

Draft v0:
“I walked in and my heart races and I am panicking but then I finished.”

Sensors:

  • EL.S2 TimeDrift (past + present mixed)
  • VL.S5 IntensityMismatch (“panicking” too strong if no trigger)

Repairs:

  • EL: shift all to past tense
  • VL: tune intensity (anxious → calm control)

Output v1:
“I walked in, my heart raced, and I felt anxious. Then I took a breath, followed my plan, and finished on time.”

EX09 — Trust Repair (Ownership + action proof)

route_id: ROUTE.NAR.011
ENodes: Drift → Proof of hurt → Honest talk → Repair step → Closing
VNodes: trust {earned my trust, kept promise}, ownership {next time}

Draft v0:
“I’m sorry but it wasn’t my fault and you should forgive me.”

Sensors:

  • VL.S6 PolarityDrift (apology + blame)
  • EL.S3 LinkFailure (no repair action)

Repairs:

  • VL: remove blame; add ownership + prevention
  • EL: add repair step and time proof

Output v1:
“I’m sorry for what I did. I take responsibility for it, and I understand why you felt hurt. Next time, I will check with you instead of assuming. I’ll prove it by following through consistently, not just saying it once.”

EX10 — Uncertainty Hedging (Evidence-safe)

route_id: ROUTE.ARG.118
ENodes: Claim → evidence → cautious inference → limit
VNodes: uncertainty_hedging {likely because, in most cases}, evidence {suggests}

Draft v0:
“This definitely proves social media is bad for everyone.”

Sensors:

  • Z0.WEAK 035 absolutes (definitely/everyone)
  • VL.S1 SenseWrong (prove vs suggest)
  • EL.S5 ScopeLeak (everyone)

Repairs:

  • EL: narrow scope; add limitation
  • VL: switch “prove” → “suggests”; add “in most cases”

Output v1:
“Some evidence suggests social media can reduce attention when used excessively. This is likely because constant notifications interrupt focus. However, the impact varies by how people use it, so it is safer to say it can be harmful in many cases, rather than for everyone.”

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