== 1. Predicament text (839 scenes each) == claude median words 14 over 20 words 0 with a topic word 8.3% with a place word 3.6% capitalised mid-sentence 0 starts "Someone" 88% commonest topic words: room 13, rival 11, partner 10, suitor 5, street 5, judge 4, station 3, house 3, employer 3, court 2, neighbour 2, stage 2 qwen3:14b raw median words 24 over 20 words 709 with a topic word 23.0% with a place word 10.1% capitalised mid-sentence 110 starts "Someone" 0% commonest topic words: wife 16, lover 10, husband 9, street 9, restaurant 9, room 8, writer 7, stage 6, dinner 6, cop 5, park 5, hotel 5 qwen3:14b after strip_names median words 24 over 20 words 707 with a topic word 23.0% with a place word 10.1% capitalised mid-sentence 35 starts "Someone" 20% commonest topic words: wife 16, lover 10, husband 9, street 9, restaurant 9, room 8, writer 7, stage 6, dinner 6, cop 5, park 5, hotel 5 == 2. Claude hand situations vs 14B k-means groups (k = 60) == Claude assigned 475 of 839 scenes to 20 situations; the rest carry no recurring situation. seed 24: ARI on assigned scenes +0.075; 40 candidate groups: median share of a group that is its commonest Claude situation 20%, median share with no situation 41% how each Claude situation is scattered across the 14B groups at seed 24: pose 52 scenes over 23 groups; largest single group holds 15% benefactor 48 scenes over 21 groups; largest single group holds 17% station 47 scenes over 19 groups; largest single group holds 30% taken_for_granted 47 scenes over 25 groups; largest single group holds 30% newcomer 32 scenes over 16 groups; largest single group holds 38% easy_money 30 scenes over 15 groups; largest single group holds 17% sacrifice 25 scenes over 16 groups; largest single group holds 24% rival 24 scenes over 12 groups; largest single group holds 33% price 23 scenes over 10 groups; largest single group holds 22% despised 20 scenes over 18 groups; largest single group holds 10% appearances 19 scenes over 10 groups; largest single group holds 21% loyalty 19 scenes over 9 groups; largest single group holds 32% sign 17 scenes over 9 groups; largest single group holds 24% honest_work 15 scenes over 8 groups; largest single group holds 40% strings 15 scenes over 11 groups; largest single group holds 13% unspoken 13 scenes over 11 groups; largest single group holds 15% overlooked 9 scenes over 8 groups; largest single group holds 22% homecoming 8 scenes over 6 groups; largest single group holds 38% patron 8 scenes over 7 groups; largest single group holds 25% habit 4 scenes over 4 groups; largest single group holds 25% the 14B candidate groups, purest first (share = scenes carrying the commonest Claude situation): 61% of 23 taken_for_granted also unspoken 1, sacrifice 1 50% of 6 price also station 1 40% of 15 honest_work also sacrifice 2, easy_money 1, unspoken 1 38% of 32 newcomer also benefactor 2, pose 1, homecoming 1 33% of 15 easy_money also benefactor 4, despised 1 33% of 12 appearances also easy_money 2, newcomer 1, pose 1 33% of 9 easy_money also appearances 2, newcomer 1, honest_work 1 27% of 15 easy_money also loyalty 1, despised 1, station 1 25% of 16 pose also price 1, station 1, taken_for_granted 1 23% of 60 station also pose 8, rival 8, sacrifice 2 23% of 13 station also benefactor 2, homecoming 1, newcomer 1 22% of 9 pose also taken_for_granted 1 22% of 9 overlooked also patron 2, honest_work 1, rival 1 21% of 28 loyalty also pose 3, homecoming 3, station 2 21% of 19 pose also strings 2, station 2, easy_money 2 21% of 29 benefactor also strings 2, loyalty 2, sacrifice 1 20% of 35 pose also price 4, appearances 3, despised 2 20% of 25 easy_money also loyalty 3, newcomer 2, strings 1 20% of 5 overlooked also rival 1 20% of 5 overlooked also taken_for_granted 1, station 1, patron 1 20% of 5 benefactor also newcomer 1, despised 1 19% of 42 benefactor also station 3, sign 3, pose 3 18% of 22 sign also station 3, price 2, habit 1 18% of 17 appearances also rival 2, strings 1, pose 1 17% of 6 pose also overlooked 1 16% of 19 pose also station 1, strings 1, taken_for_granted 1 16% of 32 benefactor also strings 2, loyalty 2, appearances 1 15% of 13 taken_for_granted also station 2, newcomer 2, benefactor 1 15% of 34 price also station 4, pose 3, rival 3 14% of 7 taken_for_granted 13% of 15 strings also benefactor 2, unspoken 1, easy_money 1 13% of 15 rival also despised 2, sign 1, pose 1 12% of 8 strings also taken_for_granted 1, benefactor 1, patron 1 12% of 25 sacrifice also price 3, newcomer 2, station 2 12% of 34 benefactor also taken_for_granted 3, newcomer 3, honest_work 2 11% of 9 despised also benefactor 1, newcomer 1, price 1 10% of 21 loyalty also benefactor 1, easy_money 1, honest_work 1 9% of 11 sign also easy_money 1 8% of 13 patron also easy_money 1, appearances 1, pose 1 6% of 31 station also sign 2, honest_work 1, appearances 1 seed 11: ARI on assigned scenes +0.061; 42 candidate groups: median share of a group that is its commonest Claude situation 20%, median share with no situation 41% seed 12: ARI on assigned scenes +0.071; 45 candidate groups: median share of a group that is its commonest Claude situation 20%, median share with no situation 41% seed 13: ARI on assigned scenes +0.060; 42 candidate groups: median share of a group that is its commonest Claude situation 19%, median share with no situation 40%