Vocabulary rows used for semantic labels: 139429
Cosines below compare weight vectors only; no model logits are computed.

=== MLP OUTPUT-DIFFERENCE MODES ===
Directions are B-A applied to a singular coefficient vector.
That coefficient vector is NOT an observed MLP activation.
Its arbitrary sign is fixed by the largest left-vector coordinate.
'scaled' includes only learned diagonal factors, NOT RMS normalisation.

L00 mode0 s=0.05928 energy=5.07% top4=14.93%; units 605:+0.105 2046:+0.101 1624:-0.099 535:-0.097 723:+0.097
 raw + 'leftrightarrow':+0.125, ' oryg':+0.118, 'longrightarrow':+0.118 | - 'itats':-0.175, ' primitives':-0.171, ' Negev':-0.171
 scaled + 'taj':+0.198, 'tir':+0.190, 'mba':+0.186, 'tig':+0.180, 'tz':+0.177
 scaled - 'atories':-0.146, 'ities':-0.140, 'ReadToEnd':-0.122, 'acterium':-0.121, 'ity':-0.119

L00 mode1 s=0.04998 energy=3.61% top4=14.93%; units 401:-0.075 1077:+0.072 483:-0.070 2045:+0.070 1220:-0.069
 raw + 'mod':+0.147, 'ishing':+0.137, 'lor':+0.131 | - ' hospice':-0.181, 'Cedar':-0.181, ' Brahma':-0.176
 scaled + 'sala':+0.234, 'sse':+0.229, 'sas':+0.224, 'sini':+0.224, 'tir':+0.224
 scaled - 'iders':-0.090, 'auf':-0.083, 'ynthesis':-0.081, 'quist':-0.080, 'isterschaft':-0.077

L01 mode0 s=0.05752 energy=4.75% top4=15.25%; units 1257:+0.096 1455:-0.093 372:-0.093 1252:+0.092 1406:-0.090
 raw + 'setTitle':+0.162, 'entures':+0.152, 'uan':+0.149 | - ' concealing':-0.163, ' hiding':-0.151, ' silencing':-0.147
 scaled + 'Sh':+0.085, 'and':+0.083, 'At':+0.082, 'New':+0.081, 'My':+0.079
 scaled - 'icza':-0.162, 'ervasyon':-0.161, 'myItemId':-0.154, ' xwe':-0.154, ' ArrayAdapter':-0.153

L01 mode1 s=0.05182 energy=3.86% top4=15.25%; units 250:-0.067 360:-0.067 1703:+0.064 806:-0.063 59:+0.062
 raw + 'iputi':+0.120, 'brar':+0.114, ' afield':+0.108 | - 'nung':-0.198, ' Ok':-0.194, 'Ok':-0.184
 scaled + ' in':+0.023, ' out':+0.020, ' the':+0.020, ' and':+0.016, 'the':+0.012
 scaled - ' MenuGroup':-0.189, ' jsonData':-0.184, ' Tuple':-0.179, 'JlcG':-0.178, ' userId':-0.178

L02 mode0 s=0.06604 energy=6.41% top4=18.35%; units 1394:+0.074 1129:-0.071 1677:+0.068 40:-0.064 741:+0.064
 raw + 'Watcher':+0.154, 'aller':+0.152, 'shade':+0.143 | - ' fores':-0.138, ' uku':-0.126, 'akes':-0.126
 scaled + 'mdash':+0.153, 'ucidation':+0.131, 'gekehrt':+0.130, 'Roaming':+0.127, ' bremsstrahlung':+0.126
 scaled - 'akas':-0.162, 'hanger':-0.154, 'ahraga':-0.150, 'lude':-0.144, 'atuak':-0.144

L02 mode1 s=0.05930 energy=5.17% top4=18.35%; units 1872:+0.062 1221:+0.058 2035:-0.058 789:-0.057 773:+0.054
 raw + ' frosts':+0.153, 'ifolium':+0.152, ' inconspicuous':+0.148 | - 'yak':-0.195, 'PY':-0.194, 'ME':-0.189
 scaled + 'uzten':+0.149, 'dropna':+0.149, 'ibacter':+0.143, 'ikannya':+0.138, 'urnama':+0.136
 scaled - 'PE':-0.205, 'HK':-0.200, 'ent':-0.194, 'UT':-0.193, 'ST':-0.193

L03 mode0 s=0.06538 energy=6.41% top4=19.30%; units 1714:+0.059 684:-0.056 408:-0.056 262:-0.056 5:+0.056
 raw + ' entstand':+0.148, 'clusions':+0.126, ' marries':+0.126 | - 'alphabet':-0.157, ' needle':-0.153, ' pelota':-0.149
 scaled + ' addSubview':+0.145, 'untlet':+0.142, 'odesmium':+0.141, 'clusions':+0.138, 'UseDebug':+0.135
 scaled - ' stork':-0.157, 'uire':-0.153, 'uarine':-0.152, 'enaries':-0.152, 'prox':-0.145

L03 mode1 s=0.05760 energy=4.98% top4=19.30%; units 898:+0.070 976:-0.070 1100:-0.069 1818:-0.067 1729:-0.066
 raw + 'Reusable':+0.180, ' Affected':+0.177, 'jela':+0.174 | - ' forum':-0.140, ' journal':-0.131, ' minutes':-0.128
 scaled + 'poons':+0.171, 'ulfill':+0.155, 'mov':+0.155, 'dfunding':+0.154, 'rasekhar':+0.152
 scaled - ' photometric':-0.124, ' absence':-0.114, 'ankle':-0.113, 'vej':-0.112, ' vacuo':-0.111

L04 mode0 s=0.07564 energy=8.36% top4=20.34%; units 1592:+0.057 1127:-0.057 898:-0.057 141:-0.054 1988:+0.054
 raw + ' herd':+0.122, ' dialects':+0.120, ' lowercase':+0.111 | - 'Jacob':-0.152, 'antin':-0.150, ' Ond':-0.146
 scaled + 'WHEREAS':+0.094, ' sideline':+0.093, ' springer':+0.089, 'an':+0.087, 'ches':+0.087
 scaled - ' Zeitraum':-0.176, 'ship':-0.176, 'zuat':-0.176, 'RENCY':-0.174, 'endoza':-0.173

L04 mode1 s=0.05425 energy=4.30% top4=20.34%; units 1357:-0.069 1323:+0.068 2000:-0.065 1604:-0.065 6:-0.063
 raw + 'kais':+0.145, ' hey':+0.138, ' intimid':+0.131 | - 'saxophone':-0.135, ' Automobiles':-0.130, ' Tope':-0.129
 scaled + ' wen':+0.134, ' formes':+0.124, ' membutuhkan':+0.120, ' pun':+0.118, 'CONFLICT':+0.117
 scaled - ' fungicides':-0.137, 'naeus':-0.131, 'ntl':-0.129, 'nlm':-0.129, 'icletas':-0.126

L05 mode0 s=0.07260 energy=7.73% top4=20.75%; units 671:+0.053 1020:+0.052 1056:-0.052 1727:-0.051 560:-0.051
 raw + 'ONS':+0.143, 'ivism':+0.140, ' foraging':+0.138 | - ' Unsere':-0.150, 'utely':-0.130, ' Siren':-0.130
 scaled + ' while':+0.127, ' cargos':+0.127, ' in':+0.123, ' during':+0.119, ' onto':+0.115
 scaled - ' Siren':-0.165, ' Peacock':-0.148, ' thermostat':-0.147, ' Lecturer':-0.146, ' Hatter':-0.144

L05 mode1 s=0.06001 energy=5.28% top4=20.75%; units 481:-0.065 276:-0.062 1843:+0.062 1281:+0.062 522:-0.061
 raw + ' mst':+0.151, ' similit':+0.146, 'yf':+0.136 | - ' Called':-0.150, 'Layer':-0.150, 'ehl':-0.149
 scaled + ' itib':+0.172, ' Polytechn':+0.168, 'uniary':+0.162, ' newNode':+0.158, 'estable':+0.157
 scaled - ' staged':-0.095, ' documenting':-0.093, 'page':-0.085, ' debunk':-0.084, ' manejar':-0.083

L06 mode0 s=0.07478 energy=8.58% top4=21.20%; units 1708:+0.049 9:-0.049 1660:-0.049 923:+0.048 1453:+0.048
 raw + 'Kaynak':+0.122, 'ockey':+0.120, ' stoichi':+0.115 | - ' Chapel':-0.167, ' Zimmermann':-0.164, 'preferably':-0.163
 scaled + ' Laufe':+0.091, 'Kaynak':+0.086, ' mano':+0.085, ' onto':+0.083, ' basal':+0.083
 scaled - ' chooser':-0.178, 'ibet':-0.177, ' Rejo':-0.174, ' croup':-0.171, ' Windy':-0.170

L06 mode1 s=0.06079 energy=5.67% top4=21.20%; units 1368:-0.064 1516:-0.061 168:+0.061 964:-0.060 1694:+0.059
 raw + 'VOID':+0.137, 'vas':+0.136, 'corso':+0.136 | - 'nlm':-0.149, ' culminating':-0.149, ' renforc':-0.145
 scaled + 'ney':+0.060, 'va':+0.059, ' theoretically':+0.058, 'doc':+0.058, ' cite':+0.057
 scaled - ' tambah':-0.197, ' LoggerFactory':-0.184, ' Handic':-0.180, 'idmat':-0.176, ' Electrochem':-0.174

L07 mode0 s=0.07710 energy=9.04% top4=21.84%; units 1741:-0.053 1057:+0.053 1404:-0.053 867:+0.052 555:+0.051
 raw + 'erty':+0.158, ' backseat':+0.149, ' bilge':+0.149 | - 'Mar':-0.144, ' Gulf':-0.140, ' Mar':-0.137
 scaled + ' successivo':+0.151, 'antuan':+0.146, ' handen':+0.141, ' bilge':+0.139, ' rifiuti':+0.139
 scaled - 'Nor':-0.136, ' programmes':-0.127, ' stitching':-0.122, ' Why':-0.119, ' Her':-0.119

L07 mode1 s=0.06163 energy=5.77% top4=21.84%; units 529:+0.064 1218:-0.062 463:+0.060 33:+0.058 1645:+0.058
 raw + ' revenus':+0.135, ' acides':+0.125, 'orsum':+0.122 | - 'uncie':-0.150, ' Manit':-0.148, ' Tib':-0.148
 scaled + ' Hintergrund':+0.086, ' venn':+0.082, ' the':+0.080, ' additional':+0.080, ' left':+0.079
 scaled - ' UIImage':-0.179, ' vertebr':-0.177, ' Tablets':-0.173, ' JFrame':-0.172, ' Manit':-0.170

L08 mode0 s=0.07365 energy=8.40% top4=21.02%; units 1784:+0.050 136:+0.050 307:+0.050 20:+0.049 653:-0.049
 raw + ' confocal':+0.153, 'inda':+0.149, ' abatement':+0.148 | - ' CarPlay':-0.140, ' pect':-0.138, ' purs':-0.133
 scaled + ' abatement':+0.099, 'antuan':+0.092, ' sampah':+0.085, 'inda':+0.083, 'ish':+0.080
 scaled - ' Nigerians':-0.180, ' Kenyans':-0.169, ' bristles':-0.168, ' CarPlay':-0.165, ' sputtered':-0.161

L08 mode1 s=0.05753 energy=5.12% top4=21.02%; units 1108:-0.072 1356:+0.069 1495:+0.061 787:-0.060 103:-0.060
 raw + ' reins':+0.120, ' steps':+0.113, ' hygien':+0.107 | - 'Inspired':-0.174, 'unfinished':-0.166, 'usega':-0.162
 scaled + ' hygien':+0.101, 'avelin':+0.095, ' each':+0.093, ' equal':+0.093, ' visually':+0.093
 scaled - 'Inspired':-0.166, ' Sequel':-0.157, ' Creature':-0.155, ' tervez':-0.153, ' jau':-0.153

L09 mode0 s=0.07814 energy=9.07% top4=21.12%; units 888:-0.055 773:+0.052 934:-0.051 137:+0.051 1523:+0.050
 raw + 'ARCH':+0.149, 'erg':+0.145, 'rette':+0.142 | - 'cciones':-0.142, 'umpul':-0.139, ' solen':-0.136
 scaled + ' RIGHT':+0.136, 'architecture':+0.132, ' sonst':+0.132, ' occult':+0.127, ' architecture':+0.124
 scaled - 'cciones':-0.143, 'SOs':-0.135, ' peppers':-0.132, 'jabi':-0.129, ' Mosley':-0.128

L09 mode1 s=0.05619 energy=4.69% top4=21.12%; units 944:-0.073 1288:+0.071 1564:+0.069 1843:+0.066 368:+0.066
 raw + ' studded':+0.135, 'isele':+0.132, 'IAA':+0.128 | - ' varphi':-0.149, 'ijing':-0.147, ' clover':-0.145
 scaled + ' compared':+0.135, ' robust':+0.134, 'interactive':+0.134, ' than':+0.133, ' interactive':+0.132
 scaled - ' Huntingdon':-0.119, ' bullpen':-0.117, ' varphi':-0.115, ' Gresham':-0.113, ' INVALID':-0.111

L10 mode0 s=0.08072 energy=9.57% top4=23.13%; units 1549:+0.052 1993:+0.052 1451:-0.051 1121:-0.051 1615:-0.050
 raw + ' Avan':+0.190, 'alam':+0.169, 'ert':+0.168 | - 'ringing':-0.127, 'Matchers':-0.126, ' mecz':-0.124
 scaled + ' Avan':+0.158, ' insights':+0.148, ' underworld':+0.146, ' quotidienne':+0.144, ' adversity':+0.144
 scaled - ' PayPay':-0.131, ' Brits':-0.126, ' loosely':-0.118, 'tochy':-0.117, 'attled':-0.115

L10 mode1 s=0.05859 energy=5.04% top4=23.13%; units 1403:-0.075 15:-0.067 1655:+0.067 1594:-0.064 547:-0.063
 raw + 'nas':+0.127, 'usel':+0.122, 'ovol':+0.122 | - ' stripes':-0.154, 'Ctrl':-0.147, 'tissue':-0.137
 scaled + ' Verkehr':+0.160, 'vol':+0.157, 'ddots':+0.150, ' sach':+0.147, 'exempl':+0.147
 scaled - ' stripes':-0.085, ' depolarization':-0.078, ' codons':-0.077, ' retry':-0.074, ' dilation':-0.074

L11 mode0 s=0.08584 energy=11.40% top4=24.14%; units 49:-0.047 639:+0.047 756:+0.047 873:+0.046 961:-0.046
 raw + ' mesothelioma':+0.188, ' specialised':+0.182, ' underworld':+0.175 | - 'ureshi':-0.110, 'rakash':-0.106, ' nii':-0.105
 scaled + ' insider':+0.179, ' sexism':+0.168, ' supernatural':+0.168, ' mesothelioma':+0.159, ' THROUGH':+0.156
 scaled - 'niv':-0.101, 'ruits':-0.101, 'isak':-0.097, 'rakash':-0.095, 'ureshi':-0.092

L11 mode1 s=0.05631 energy=4.91% top4=24.14%; units 711:-0.083 754:+0.078 1466:+0.069 1722:-0.069 739:+0.067
 raw + 'Quadrant':+0.178, 'Growth':+0.166, ' veliki':+0.164 | - 'oos':-0.140, 'nit':-0.138, ' next':-0.135
 scaled + 'Quadrant':+0.177, 'Tank':+0.173, 'week':+0.170, ' McKay':+0.169, 'Week':+0.168
 scaled - ' next':-0.105, 'nit':-0.096, ' like':-0.094, ' as':-0.089, 'desi':-0.088

L12 mode0 s=0.07455 energy=7.71% top4=19.06%; units 727:-0.051 1741:+0.051 530:+0.049 1147:+0.048 626:-0.048
 raw + 'sembled':+0.166, ' embossed':+0.157, ' Ruto':+0.156 | - ' ise':-0.161, 'ian':-0.146, ' den':-0.145
 scaled + ' PLIST':+0.205, ' Cytol':+0.196, 'zynarod':+0.191, ' Flick':+0.191, ' Polytechn':+0.188
 scaled - 'ian':-0.130, 'under':-0.125, ' den':-0.117, 'the':-0.116, 'ave':-0.114

L12 mode1 s=0.05778 energy=4.63% top4=19.06%; units 474:+0.074 1658:-0.071 504:+0.067 1675:+0.067 1412:+0.066
 raw + ' langu':+0.134, ' one':+0.131, ' ones':+0.123 | - 'radius':-0.183, ' Crawley':-0.175, ' pacient':-0.159
 scaled + ' langu':+0.155, 'yti':+0.143, 'urred':+0.135, ' one':+0.135, 'obu':+0.133
 scaled - ' acetaldehyde':-0.115, ' USGS':-0.110, ' Crawley':-0.106, 'omac':-0.106, 'TAC':-0.106

L13 mode0 s=0.06602 energy=5.82% top4=16.15%; units 1190:+0.059 1009:+0.058 948:-0.056 1572:+0.056 1779:-0.056
 raw + ' contrast':+0.117, ' average':+0.110, ' Attribution':+0.105 | - ' glee':-0.215, ' baada':-0.208, ' layar':-0.203
 scaled + ' contrast':+0.086, 'utung':+0.082, ' emphasizes':+0.078, 'ovas':+0.077, ' ang':+0.074
 scaled - ' glee':-0.208, ' whence':-0.191, ' glazed':-0.184, 'sip':-0.180, 'buckets':-0.180

L13 mode1 s=0.05289 energy=3.74% top4=16.15%; units 509:-0.069 220:-0.068 450:+0.066 910:+0.063 1489:-0.060
 raw + 'samp':+0.171, 'ALWAYS':+0.163, 'usual':+0.159 | - 'iser':-0.150, 'ixes':-0.149, 'izers':-0.142
 scaled + 'Suite':+0.141, 'laboratory':+0.135, 'Quad':+0.133, ' spazio':+0.132, 'samp':+0.131
 scaled - 'ilers':-0.145, 'ixes':-0.141, 'iser':-0.141, 'azes':-0.141, 'erad':-0.135

L14 mode0 s=0.06201 energy=4.83% top4=16.35%; units 1461:+0.073 1563:+0.071 1481:-0.065 1686:+0.064 1947:-0.062
 raw + 'StudentRecord':+0.251, ' Brilliant':+0.249, 'TodoList':+0.246 | - ' or':-0.100, 'hips':-0.099, ' interest':-0.098
 scaled + 'Unt':+0.302, ' Ked':+0.299, ' Lup':+0.298, 'Bem':+0.296, 'Trinity':+0.295
 scaled - ' or':-0.013, 'hips':-0.011, ' even':-0.008, 'ative':-0.004, ' as':-0.002

L14 mode1 s=0.06129 energy=4.72% top4=16.35%; units 1256:-0.089 418:-0.084 1298:-0.075 491:-0.074 545:+0.066
 raw + ' sommeil':+0.168, 'veni':+0.168, ' sante':+0.164 | - ' fifteen':-0.153, ' Fifteen':-0.146, 'jeno':-0.134
 scaled + 'qua':+0.147, ' sante':+0.145, ' sommeil':+0.141, 'seg':+0.137, 'vene':+0.137
 scaled - ' fifteen':-0.148, ' eleven':-0.135, 'Fif':-0.132, ' Fifteen':-0.131, 'unct':-0.131

L15 mode0 s=0.07173 energy=6.46% top4=19.78%; units 1827:+0.072 475:-0.072 837:-0.071 150:+0.068 1904:+0.068
 raw + ' as':+0.137, ' rest':+0.127, ' ones':+0.122 | - 'Checker':-0.236, 'AsyncTask':-0.227, 'ThemeOverlay':-0.220
 scaled + ' rest':+0.071, ' most':+0.070, 'ality':+0.069, ' as':+0.068, ' terc':+0.065
 scaled - 'Checker':-0.251, 'AsyncTask':-0.240, ' LDH':-0.229, ' Phyt':-0.229, 'Serialization':-0.228

L15 mode1 s=0.06244 energy=4.89% top4=19.78%; units 1606:+0.091 657:-0.075 1947:-0.073 899:+0.073 1964:-0.072
 raw + ' Ciencia':+0.195, 'ToolStripItem':+0.194, 'userService':+0.188 | - ' sub':-0.151, ' non':-0.146, ' for':-0.139
 scaled + 'Instruction':+0.208, ' Ciencia':+0.197, ' McClellan':+0.193, ' Ziegler':+0.193, ' Torn':+0.193
 scaled - ' yourselves':-0.097, ' non':-0.091, ' even':-0.089, 'uson':-0.081, ' sub':-0.080

L16 mode0 s=0.07623 energy=7.96% top4=25.46%; units 1304:+0.079 121:+0.075 557:-0.073 1796:-0.067 975:-0.066
 raw + 'Nine':+0.316, 'FIVE':+0.297, 'Forty':+0.292 | - ' one':-0.150, ' first':-0.148, ' un':-0.127
 scaled + 'Nine':+0.355, 'FIVE':+0.336, ' Nine':+0.336, 'Forty':+0.333, ' Seventy':+0.324
 scaled - ' one':-0.091, ' first':-0.091, ' in':-0.075, ' un':-0.073, ' as':-0.061

L16 mode1 s=0.07170 energy=7.04% top4=25.46%; units 2023:+0.073 211:-0.071 808:-0.070 539:+0.070 581:+0.069
 raw + ' Hochzeit':+0.215, ' luisant':+0.215, ' photosphere':+0.205 | - ' long':-0.175, ' med':-0.164, ' six':-0.161
 scaled + 'Edge':+0.253, ' Hochzeit':+0.241, 'Annot':+0.239, ' LDH':+0.236, 'Inicio':+0.236
 scaled - ' long':-0.076, ' building':-0.075, ' rest':-0.074, ' six':-0.070, ' med':-0.070

L17 mode0 s=0.08845 energy=12.63% top4=29.53%; units 956:-0.090 1149:+0.085 1940:+0.080 1470:-0.076 1620:+0.075
 raw + ' neun':+0.351, ' FOUR':+0.334, ' oito':+0.331 | - ' in':-0.187, ' un':-0.171, ' the':-0.171
 scaled + 'LastGenOutput':+0.419, 'DebuggingMode':+0.416, 'LookAndFeelInfo':+0.413, ' RtlOverlay':+0.410, 'actionBarTab':+0.409
 scaled - ' in':-0.202, ' the':-0.184, ' and':-0.181, ' to':-0.165, ' un':-0.155

L17 mode1 s=0.06311 energy=6.43% top4=29.53%; units 783:+0.085 247:-0.085 1123:+0.081 1318:-0.075 142:-0.073
 raw + ' two':+0.296, 'two':+0.288, ' Two':+0.247 | - 'CTT':-0.184, 'theit':-0.181, ' Langevin':-0.175
 scaled + ' two':+0.261, 'two':+0.244, ' Two':+0.208, 'Two':+0.177, ' second':+0.163
 scaled - 'CTT':-0.246, ' WndProc':-0.236, 'StoreException':-0.229, ' Syair':-0.227, ' UserName':-0.224

=== CROSS-LAYER ALIGNMENT OF LEADING OUTPUT DIRECTIONS ===
raw strongest cross-layer pairs: [(16, 17, 0.7823), (12, 13, -0.5323), (7, 8, 0.5282), (0, 1, 0.5066), (5, 6, 0.5011), (8, 9, 0.4728), (15, 16, -0.4666), (10, 11, 0.4548)]
scaled strongest cross-layer pairs: [(16, 17, 0.7309), (5, 6, 0.6997), (3, 4, -0.6926), (7, 8, 0.5544), (12, 13, -0.545), (4, 5, -0.532), (15, 16, -0.5128), (6, 8, 0.4808)]

=== CONTRAST LABELS FOR THESE MODES ===
agreement_minus_correction token counts +19/-15: [(15, 1, 0.0717), (5, 1, 0.0651), (10, 0, 0.0536), (3, 0, -0.0517), (5, 0, 0.0461), (16, 1, 0.0459)]
belief_minus_fact token counts +20/-20: [(8, 1, -0.0727), (0, 1, -0.0654), (9, 1, -0.0523), (7, 1, -0.0463), (3, 0, 0.046), (14, 1, -0.0428)]
user_minus_assistant token counts +12/-10: [(6, 1, 0.0542), (15, 1, -0.0495), (10, 1, -0.0457), (3, 0, 0.0445), (12, 0, 0.0444), (4, 0, -0.0428)]
Contrast labels are exploratory; their signs alone do not identify A/B.
