== 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 +0.049; 52 candidate groups: median share of a group that is its commonest Claude situation 17%, median share with no situation 43% how each Claude situation is scattered across the 14B groups at seed 24: pose 52 scenes over 24 groups; largest single group holds 15% benefactor 48 scenes over 24 groups; largest single group holds 19% station 47 scenes over 22 groups; largest single group holds 23% taken_for_granted 47 scenes over 29 groups; largest single group holds 11% newcomer 32 scenes over 15 groups; largest single group holds 19% easy_money 30 scenes over 21 groups; largest single group holds 13% sacrifice 25 scenes over 16 groups; largest single group holds 12% rival 24 scenes over 15 groups; largest single group holds 21% price 23 scenes over 15 groups; largest single group holds 22% despised 20 scenes over 14 groups; largest single group holds 20% appearances 19 scenes over 13 groups; largest single group holds 21% loyalty 19 scenes over 10 groups; largest single group holds 26% sign 17 scenes over 9 groups; largest single group holds 35% honest_work 15 scenes over 10 groups; largest single group holds 20% strings 15 scenes over 14 groups; largest single group holds 13% unspoken 13 scenes over 11 groups; largest single group holds 15% overlooked 9 scenes over 7 groups; largest single group holds 33% 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 3 groups; largest single group holds 50% the 14B candidate groups, purest first (share = scenes carrying the commonest Claude situation): 65% of 17 station also unspoken 2, pose 1, strings 1 62% of 13 pose also appearances 1, easy_money 1 60% of 10 sign also taken_for_granted 1, overlooked 1 56% of 9 price also benefactor 1 45% of 11 rival also station 1, patron 1, overlooked 1 43% of 14 newcomer also taken_for_granted 3, honest_work 1, habit 1 43% of 7 loyalty also taken_for_granted 1 41% of 22 benefactor also despised 4, sacrifice 2, station 1 37% of 19 pose also taken_for_granted 2, easy_money 1, station 1 33% of 6 loyalty also rival 1 27% of 11 price also newcomer 1 27% of 15 rival also easy_money 2, pose 1, appearances 1 25% of 8 unspoken also taken_for_granted 1 25% of 8 station also taken_for_granted 2 25% of 8 sacrifice also strings 1, pose 1, benefactor 1 24% of 21 loyalty also benefactor 3, sacrifice 3, honest_work 1 21% of 19 station also benefactor 3, sacrifice 2, despised 2 20% of 25 newcomer also station 2, benefactor 2, homecoming 1 20% of 15 loyalty also benefactor 2, despised 2, strings 1 20% of 10 easy_money also sacrifice 2, strings 1, benefactor 1 20% of 5 sacrifice 20% of 5 appearances also easy_money 1, benefactor 1 19% of 21 easy_money also station 3, pose 2, appearances 2 19% of 27 taken_for_granted also pose 3, station 2, easy_money 2 18% of 11 strings also sacrifice 2, unspoken 1, appearances 1 18% of 11 benefactor also easy_money 1, despised 1, station 1 17% of 6 rival also price 1, station 1, loyalty 1 16% of 19 taken_for_granted also newcomer 2, station 1, easy_money 1 16% of 19 pose also newcomer 1, benefactor 1, sign 1 15% of 13 habit also taken_for_granted 2, sacrifice 1 15% of 13 easy_money also honest_work 2, strings 1, sign 1 14% of 14 station also benefactor 2, taken_for_granted 1, unspoken 1 14% of 14 price also benefactor 2, honest_work 1, newcomer 1 14% of 14 benefactor also pose 2, loyalty 1, sacrifice 1 13% of 15 taken_for_granted also pose 2, patron 2, easy_money 1 13% of 23 easy_money also benefactor 3, despised 2, homecoming 1 12% of 16 rival also strings 1, unspoken 1, station 1 12% of 17 sacrifice also unspoken 1, easy_money 1, rival 1 11% of 27 pose also benefactor 2, rival 2, appearances 2 11% of 18 station also benefactor 2, sacrifice 2, taken_for_granted 1 11% of 18 sign also benefactor 2, rival 1, easy_money 1 11% of 18 price also taken_for_granted 2, station 1, strings 1 11% of 9 strings also taken_for_granted 1, despised 1 11% of 9 price also pose 1, patron 1 11% of 37 station also newcomer 4, pose 4, overlooked 3 11% of 19 honest_work also appearances 2, newcomer 2, unspoken 1 10% of 20 newcomer also strings 1, benefactor 1, sign 1 10% of 42 appearances also station 3, homecoming 3, sign 3 10% of 21 pose also benefactor 2, newcomer 2, strings 1 9% of 11 honest_work also price 1, easy_money 1, loyalty 1 7% of 14 homecoming 0% of 5 - seed 11: ARI on assigned scenes +0.051; 55 candidate groups: median share of a group that is its commonest Claude situation 20%, median share with no situation 42% seed 12: ARI on assigned scenes +0.046; 52 candidate groups: median share of a group that is its commonest Claude situation 20%, median share with no situation 42% seed 13: ARI on assigned scenes +0.049; 51 candidate groups: median share of a group that is its commonest Claude situation 17%, median share with no situation 42%