OUTPUT of run 17 of at most 60:
```
=== LAYER 0 PAIRED QUERY/KEY CHANGE MODES ===
Operator: B-A QK weight product, averaged over fixed relative rotations [4, 16, 64]
This average is NOT an attention distribution or sequence computation.
Each mode is oriented to have nonnegative overlap with the newline
embedding on its query side. Matched +/+ and -/- couplings increase in B;
opposite-sign couplings decrease. This describes the weight operator only.
Vocabulary neighbours use centred embedding-row cosines.

H0 raw mode0 energy=29.15% query overlap newline/model=+0.587/-0.002
 query +['\n':+0.634, ' ':+0.514, '\n\n':+0.508] -[' BLUENRG':-0.745, ' MDLVertex':-0.736, ' CCOc':-0.736]
 key   +[' Ehnergii':+0.371, 'ErrorClazz':+0.368, 'AppBsky':+0.366] -[' ':-0.235, '.':-0.206, '\n':-0.201]

H0 raw mode1 energy=10.21% query overlap newline/model=+0.071/+0.252
 query +[' Ghana':+0.328, ' Tunisia':+0.325, ' Morocco':+0.318] -[' essi':-0.239, 'etahui':-0.233, 'erler':-0.232]
 key   +['Argentina':+0.298, 'Switzerland':+0.292, ' Estonia':+0.290] -[' pumpkin':-0.217, ' capital':-0.208, ' chom':-0.194]

H0 raw mode2 energy=6.08% query overlap newline/model=+0.003/+0.131
 query +[' Brazil':+0.398, ' Mexico':+0.382, ' Colombia':+0.354] -[' acuer':-0.290, ' previo':-0.276, ' kecuali':-0.276]
 key   +[' is':+0.419, ' has':+0.359, ' was':+0.341] -['Italy':-0.300, 'Brazil':-0.296, ' ITALY':-0.287]

H0 raw mode3 energy=4.39% query overlap newline/model=+0.118/-0.002
 query +['user':+0.281, ' User':+0.257, ' user':+0.246] -['zty':-0.176, 'antile':-0.173, ' Artin':-0.172]
 key   +[' Giveen':+0.299, ' Vestone':+0.295, ' Bahkan':+0.294] -[' dog':-0.371, ' Europe':-0.366, ' bot':-0.365]

H0 diag mode0 energy=41.31% query overlap newline/model=+0.503/-0.072
 query +['\n':+0.626, ' ':+0.586, '\n\n':+0.541] -[' BLUENRG':-0.668, 'jiwarl':-0.667, ' BSData':-0.667]
 key   +['<end_of_turn>':+0.272, 'assignmentItems':+0.259, 'EnglishMarks':+0.254] -[' compromised':-0.128, ' secured':-0.118, ' delineated':-0.116]

H0 diag mode1 energy=11.19% query overlap newline/model=+0.142/+0.321
 query +[' Argentina':+0.383, ' Brazil':+0.377, ' Israel':+0.373] -['etahui':-0.277, 'erler':-0.276, 'elerini':-0.271]
 key   +[' Israel':+0.215, 'Israel':+0.214, ' Netanyahu':+0.207] -['user':-0.156, '\n':-0.153, ' pumpkin':-0.147]

H0 diag mode2 energy=5.51% query overlap newline/model=+0.013/+0.002
 query +[' Tauri':+0.149, ' expresa':+0.139, ' costante':+0.139] -[' Brazil':-0.272, ' Mexico':-0.247, ' Colombia':-0.237]
 key   +[' Brasil':+0.363, ' Argentina':+0.331, ' Brazil':+0.324] -['\n':-0.496, ' ':-0.443, '\n\n':-0.413]

H0 diag mode3 energy=3.03% query overlap newline/model=+0.006/-0.099
 query +['Brazil':+0.224, ' brasileiros':+0.221, 'Brasil':+0.216] -[' pumpkin':-0.481, ' Pumpkin':-0.376, 'Pumpkin':-0.372]
 key   +['pumpkin':+0.283, 'Pumpkin':+0.268, ' MenuGroup':+0.264] -[' co':-0.354, ' is':-0.348, ' c':-0.336]

H1 raw mode0 energy=11.78% query overlap newline/model=+0.021/+0.323
 query +[' Italy':+0.654, ' Poland':+0.598, ' Germany':+0.593] -[' pojed':-0.294, 'itamento':-0.284, 'elerini':-0.279]
 key   +['FORMAN':+0.153, 'lamp':+0.151, ' umbrellas':+0.150] -[' Latvia':-0.376, ' Italy':-0.366, ' Estonia':-0.351]

H1 raw mode1 energy=9.80% query overlap newline/model=+0.010/+0.159
 query +[' pumpkin':+0.301, ' hamburger':+0.290, ' harvest':+0.271] -[' anlat':-0.228, ' retras':-0.212, ' muque':-0.208]
 key   +[' Zimbabwe':+0.394, ' Argentina':+0.391, ' Uganda':+0.368] -['\n':-0.365, '\n\n':-0.300, '<bos>':-0.290]

H1 raw mode2 energy=6.96% query overlap newline/model=+0.061/-0.004
 query +[' normes':+0.174, ' seco':+0.166, 'logic':+0.162] -['Anth':-0.159, 'Particip':-0.159, ' Participating':-0.157]
 key   +[' Giveen':+0.436, ' llrp':+0.429, ' BVHTree':+0.421] -[' is':-0.549, ' capital':-0.531, ' inter':-0.496]

H1 raw mode3 energy=5.14% query overlap newline/model=+0.065/+0.175
 query +['wm':+0.199, 'HK':+0.186, 'Z':+0.186] -[' deadly':-0.195, ' prosperous':-0.183, ' continent':-0.180]
 key   +[' What':+0.385, ' what':+0.362, 'What':+0.358] -['hetiti':-0.341, 'akkhati':-0.325, 'gdock':-0.325]

H1 diag mode0 energy=18.19% query overlap newline/model=+0.055/+0.403
 query +[' Argentina':+0.425, ' Brazil':+0.419, ' Italy':+0.416] -['elij':-0.270, 'umpul':-0.267, ' pojed':-0.263]
 key   +[' carrot':+0.204, ' hamburger':+0.199, ' Lamp':+0.197] -[' Latvian':-0.180, ' Latvia':-0.172, ' europeo':-0.163]

H1 diag mode1 energy=11.01% query overlap newline/model=+0.004/-0.020
 query +[' gourd':+0.171, ' umbrellas':+0.169, 'atinib':+0.161] -[' Italy':-0.296, 'Italy':-0.283, ' Austria':-0.267]
 key   +[' Argentina':+0.466, ' Colombia':+0.442, ' Brasil':+0.422] -['\n':-0.392, '\n\n':-0.338, '.':-0.297]

H1 diag mode2 energy=6.80% query overlap newline/model=+0.106/+0.126
 query +[' I':+0.299, 'I':+0.271, ' Ik':+0.235] -[' camisetas':-0.195, ' recetas':-0.191, ' copiar':-0.191]
 key   +[' I':+0.502, ' f':+0.466, ' B':+0.463] -[' Oldborough':-0.392, ' RtlOverlay':-0.388, ' llrp':-0.387]

H1 diag mode3 energy=4.76% query overlap newline/model=+0.270/+0.205
 query +[' I':+0.492, ' i':+0.420, ' is':+0.417] -['wallepics':-0.305, ' chromedp':-0.302, ' RtlOverlay':-0.300]
 key   +[' wwwpond':+0.236, 'vaegir':+0.234, ' BSData':+0.233] -[' what':-0.258, 'What':-0.258, ' What':-0.257]

H2 raw mode0 energy=14.89% query overlap newline/model=+0.031/-0.253
 query +['astly':+0.217, 'workItem':+0.209, ' oneself':+0.203] -[' Argentina':-0.392, ' Chile':-0.376, ' Brasil':-0.369]
 key   +[' is':+0.443, ' in':+0.388, ' a':+0.386] -['Argentina':-0.446, 'Chile':-0.393, ' Argentina':-0.376]

H2 raw mode1 energy=12.01% query overlap newline/model=+0.106/-0.066
 query +['1':+0.255, ' caza':+0.235, ' alojamiento':+0.233] -[' minus':-0.399, ' Argentina':-0.310, ' Chile':-0.307]
 key   +['WHAT':+0.422, 'What':+0.419, 'what':+0.393] -[' ':-0.187, ' mode':-0.183, ' games':-0.182]

H2 raw mode2 energy=7.13% query overlap newline/model=+0.242/+0.169
 query +[' minus':+0.334, ' times':+0.312, ' time':+0.307] -['xcsche':-0.221, 'actionBarTab':-0.220, 'Zhao':-0.220]
 key   +[' minus':+0.221, 'IsPass':+0.208, 'IsMethod':+0.203] -['what':-0.230, 'WHAT':-0.229, 'What':-0.224]

H2 raw mode3 energy=6.67% query overlap newline/model=+0.141/-0.086
 query +[' veces':+0.262, ' razy':+0.254, ' koliko':+0.236] -[' eggplant':-0.369, ' Argentina':-0.292, ' avocado':-0.291]
 key   +['Clearly':+0.227, 'Establishing':+0.219, ' sincron':+0.210] -[' cat':-0.256, ' Los':-0.255, ' El':-0.247]

H2 diag mode0 energy=20.70% query overlap newline/model=+0.130/-0.273
 query +['\n':+0.348, '\n\n':+0.300, '.':+0.285] -[' Argentina':-0.382, ' Chile':-0.361, ' Brasil':-0.339]
 key   +[' what':+0.342, ' What':+0.312, ' a':+0.307] -[' Bolivia':-0.311, ' Argentina':-0.269, ' Boliv':-0.263]

H2 diag mode1 energy=9.68% query overlap newline/model=+0.127/+0.069
 query +[' minus':+0.349, ' times':+0.287, ' time':+0.243] -[' ganar':-0.178, ' argentino':-0.175, ' parques':-0.173]
 key   +[' is':+0.410, ' are':+0.329, ' was':+0.317] -['WHAT':-0.406, 'What':-0.364, 'what':-0.342]

H2 diag mode2 energy=8.33% query overlap newline/model=+0.053/+0.238
 query +[' Argentina':+0.247, ' Strawberry':+0.231, ' Nebraska':+0.228] -['1':-0.247, 'ing':-0.221, 'intas':-0.218]
 key   +[' ':+0.500, '\n':+0.458, ' a':+0.430] -[' iccad':-0.357, 'wallepics':-0.343, ' MyRegisterClass':-0.340]

H2 diag mode3 energy=5.60% query overlap newline/model=+0.239/+0.184
 query +[' cat':+0.249, ' model':+0.232, '\n':+0.211] -['windowFixedWidth':-0.176, ' RtlOverlay':-0.176, ' itemBuilder':-0.174]
 key   +[' Model':+0.384, ' IS':+0.359, 'Model':+0.349] -[' sufrimiento':-0.254, 'wezig':-0.253, '<bos>':-0.247]

H3 raw mode0 energy=12.69% query overlap newline/model=+0.269/+0.179
 query +['8':+0.363, '7':+0.362, '9':+0.358] -[' gstlal':-0.304, ' halfCanvas':-0.299, 'jiwarl':-0.296]
 key   +['WHAT':+0.317, 'Argentina':+0.277, 'What':+0.267] -[' is':-0.411, ' capital':-0.374, ' has':-0.358]

H3 raw mode1 energy=9.55% query overlap newline/model=+0.091/-0.117
 query +['1':+0.394, '2':+0.368, '6':+0.356] -[' Argentina':-0.388, ' Bolivia':-0.352, ' Morocco':-0.351]
 key   +[' CAR':+0.249, ' green':+0.249, ' carbon':+0.248] -['<bos>':-0.267, ' suaves':-0.235, ' sufrimiento':-0.234]

H3 raw mode2 energy=7.52% query overlap newline/model=+0.059/+0.195
 query +['ia':+0.461, 'IA':+0.337, 'ias':+0.285] -['ExtensionsPath':-0.234, ' esfuerzo':-0.228, 'kerja':-0.228]
 key   +[' Brasil':+0.496, ' Brazil':+0.467, ' Portugal':+0.426] -[' Giveen':-0.370, ' gstlal':-0.330, ' UWGM':-0.329]

H3 raw mode3 energy=5.81% query overlap newline/model=+0.128/+0.091
 query +[' plus':+0.578, ' minus':+0.538, ' PLUS':+0.483] -[' lectores':-0.258, ' tierras':-0.246, ' acontecimientos':-0.244]
 key   +['ResumeLayout':+0.213, ' runes':+0.187, 'igable':+0.184] -[' Colombia':-0.325, ' Brasil':-0.323, ' Brazil':-0.315]

H3 diag mode0 energy=17.82% query overlap newline/model=+0.141/+0.345
 query +[' Argentina':+0.392, ' Leo':+0.346, ' Miami':+0.342] -['temuan':-0.297, ' escalas':-0.282, ' restable':-0.280]
 key   +[' Brasil':+0.206, ' Buenos':+0.193, 'Brasil':+0.185] -['home':-0.138, ' Time':-0.137, ' time':-0.137]

H3 diag mode1 energy=9.94% query overlap newline/model=+0.132/+0.014
 query +['ia':+0.383, 'ial':+0.296, 'ya':+0.288] -[' eggplant':-0.251, ' AFRICA':-0.211, ' Gujarat':-0.193]
 key   +[' Brasil':+0.394, ' Brazil':+0.385, ' CR':+0.354] -['<bos>':-0.316, ' efectuar':-0.292, ' designado':-0.272]

H3 diag mode2 energy=7.08% query overlap newline/model=+0.207/+0.107
 query +['6':+0.493, '3':+0.461, '7':+0.457] -[' CodeableConcept':-0.216, ' RtlOverlay':-0.210, ' HUOBI':-0.204]
 key   +['What':+0.201, '3':+0.195, '<end_of_turn>':+0.188] -[' Colombia':-0.233, ' Colombian':-0.209, ' Roma':-0.206]

H3 diag mode3 energy=5.17% query overlap newline/model=+0.036/+0.048
 query +['8':+0.302, '6':+0.276, '7':+0.270] -[' minus':-0.482, ' plus':-0.478, ' PLUS':-0.404]
 key   +['Argentina':+0.289, 'Brazil':+0.282, ' argentina':+0.278] -[' plus':-0.279, ' is':-0.271, ' minus':-0.230]

=== CONNECTION TO THE PREVIOUS CATEGORY-CONTRAST TEST ===
Coefficients are B-A with the fixed newline embedding as query anchor.
Columns: full coefficient, first-four-mode coefficient, query-change term, key-change term.
H0 raw top4 matrix energy=49.83%
 color_label_minus_entity       -0.0012385 -0.001213 +0.00022653 -0.001465
 region_label_minus_entity      -0.0008572 -0.00052162 +0.00027055 -0.0011278
 I_minus_question_words         -0.0010848 -0.0022864 -0.00025662 -0.0008282
H0 diag top4 matrix energy=61.04%
 color_label_minus_entity       -0.10858 -0.13183 +0.30727 -0.41584
 region_label_minus_entity      +0.82504 +0.93142 +1.1791 -0.35402
 I_minus_question_words         +0.81594 +0.33317 +0.90631 -0.090373
H1 raw top4 matrix energy=33.68%
 color_label_minus_entity       -0.00053401 -3.7339e-05 -3.0313e-05 -0.00050369
 region_label_minus_entity      -0.00049002 -0.00046185 +0.00036838 -0.0008584
 I_minus_question_words         +0.00021532 -0.00081379 +0.00034242 -0.0001271
H1 diag top4 matrix energy=40.76%
 color_label_minus_entity       -0.13043 -0.027901 +0.12571 -0.25614
 region_label_minus_entity      +0.010556 +0.76532 +0.4299 -0.41935
 I_minus_question_words         +1.0269 +1.7423 +0.74541 +0.28145
H2 raw top4 matrix energy=40.70%
 color_label_minus_entity       +0.0015689 -6.4553e-05 +0.00071117 +0.00085778
 region_label_minus_entity      +0.00068329 +0.00067332 +0.00070871 -2.5419e-05
 I_minus_question_words         -0.00015591 +1.4157e-05 -8.272e-05 -7.3194e-05
H2 diag top4 matrix energy=44.31%
 color_label_minus_entity       +1.9294 +1.9758 +0.84038 +1.089
 region_label_minus_entity      +0.97407 +2.2655 +0.6916 +0.28246
 I_minus_question_words         +0.77689 +2.3042 +0.23159 +0.54529
H3 raw top4 matrix energy=35.57%
 color_label_minus_entity       -0.00056403 -0.00048821 +4.9064e-05 -0.0006131
 region_label_minus_entity      -0.0017226 -0.0015944 -1.7351e-05 -0.0017053
 I_minus_question_words         -0.0017276 -0.0021752 -4.1488e-05 -0.0016861
H3 diag top4 matrix energy=40.02%
 color_label_minus_entity       -0.48507 +0.058578 -0.19599 -0.28909
 region_label_minus_entity      -0.81291 -0.75464 -0.29827 -0.51464
 I_minus_question_words         -0.29331 -0.50914 +0.02065 -0.31396

```