=== UNIT SELECTION BY OUTPUT-CONTRAST WEIGHT CHANGES ===
Selection requires matching raw/diagonal signs and large relative
coefficients in both geometries. It does not use or estimate activity.
one-nine [(956, 0.0812, 0.006314203143119812, 21.52659034729004), (1149, 0.0811, -0.006311221048235893, -21.922351837158203), (1940, 0.0782, -0.006200175732374191, -20.61992835998535)]
two-four [(824, 0.0937, -0.006102841347455978, -19.29916000366211), (657, 0.0864, 0.00570120383054018, 17.80748176574707), (790, 0.0826, -0.005319628864526749, -17.009986877441406)]
blue-red [(1393, 0.0825, -0.0016839938471093774, -6.201471328735352), (1643, 0.0709, 0.0014465369749814272, 5.512869358062744), (1865, 0.0691, 0.0015692840097472072, 5.086158752441406)]
white-black [(1773, 0.0855, 0.0014316770248115063, 4.864650726318359), (152, 0.0747, 0.0013829267118126154, 4.206881999969482), (145, 0.0746, 0.0012486148625612259, 4.251894950866699)]
Europe-Asia [(1801, 0.0877, 0.0016338329296559095, 5.048628807067871), (1353, 0.0813, 0.0015406620223075151, 4.684146404266357), (1314, 0.0734, 0.0013489886187016964, 4.225062370300293)]
North-South [(1641, 0.0866, 0.002306047361344099, 7.142848968505859), (724, 0.0774, -0.002028035931289196, -6.398388862609863), (1077, 0.0767, 0.002008928917348385, 6.3730854988098145)]

Selected units: [956, 824, 1393, 1773, 1801, 1641, 1027]
Output coefficient signs refer only to a positive unit coefficient;
the actual unit coefficient and its sign remain unknown.

L17U956: one-nine
 B-A output coefficients, raw/diag: one-nine=+0.00631/+21.5; two-four=+0.00307/+10.5; blue-red=-0.00136/-5.11; white-black=-0.000135/-0.373; Europe-Asia=-0.000652/-2.22; North-South=+1.15e-05/-0.699
 G raw: head path norms=[0.404 0.369 0.366 0.267]; selected H0; relative path change=0.0134
 G diag: head path norms=[1101.042  752.399  762.914  523.246]; selected H0; relative path change=0.0150
 U raw: head path norms=[0.545 0.404 0.374 0.293]; selected H0; relative path change=0.0117
 U diag: head path norms=[1813.437  959.674 1120.287  832.287]; selected H0; relative path change=0.0109

L17U824: two-four
 B-A output coefficients, raw/diag: one-nine=-0.00188/-6.32; two-four=-0.0061/-19.3; blue-red=+0.000753/+2.25; white-black=-0.000207/-0.622; Europe-Asia=+0.000237/+0.443; North-South=-0.000695/-2.05
 G raw: head path norms=[0.679 0.694 0.636 0.428]; selected H1; relative path change=0.0301
 G diag: head path norms=[1752.804 1893.665 1121.203 1162.856]; selected H1; relative path change=0.0284
 U raw: head path norms=[0.497 0.416 0.473 0.348]; selected H0; relative path change=0.0130
 U diag: head path norms=[1297.277 1012.334 1034.456  676.883]; selected H0; relative path change=0.0153

L17U1393: blue-red
 B-A output coefficients, raw/diag: one-nine=+0.00267/+10.3; two-four=+0.00173/+6.11; blue-red=-0.00168/-6.2; white-black=-0.000379/-1.62; Europe-Asia=-0.000262/-1.25; North-South=+0.000313/+0.374
 G raw: head path norms=[0.407 0.335 0.314 0.317]; selected H0; relative path change=0.0131
 G diag: head path norms=[1302.185  847.005  748.269  683.768]; selected H0; relative path change=0.0114
 U raw: head path norms=[0.574 0.418 0.431 0.321]; selected H0; relative path change=0.0124
 U diag: head path norms=[2169.596 1354.369 1095.303  780.904]; selected H0; relative path change=0.0100

L17U1773: white-black
 B-A output coefficients, raw/diag: one-nine=+0.000105/-0.457; two-four=-0.00033/-1.09; blue-red=+0.000899/+2.92; white-black=+0.00143/+4.86; Europe-Asia=+0.000529/+1.6; North-South=-0.000271/-0.817
 G raw: head path norms=[0.341 0.307 0.313 0.332]; selected H0; relative path change=0.0146
 G diag: head path norms=[952.409 599.173 679.936 570.653]; selected H0; relative path change=0.0157
 U raw: head path norms=[0.561 0.479 0.424 0.351]; selected H0; relative path change=0.0113
 U diag: head path norms=[1512.163 1317.083 1037.643  907.187]; selected H0; relative path change=0.0108

L17U1801: Europe-Asia
 B-A output coefficients, raw/diag: one-nine=-0.00142/-4.7; two-four=-0.00116/-3.65; blue-red=-0.00016/-0.232; white-black=+0.000601/+2.01; Europe-Asia=+0.00163/+5.05; North-South=+0.000516/+1.56
 G raw: head path norms=[0.4   0.296 0.285 0.265]; selected H0; relative path change=0.0144
 G diag: head path norms=[1281.815  794.328  750.041  660.225]; selected H0; relative path change=0.0137
 U raw: head path norms=[0.642 0.453 0.426 0.352]; selected H0; relative path change=0.0095
 U diag: head path norms=[1805.816 1063.667 1027.891  892.508]; selected H0; relative path change=0.0090

L17U1641: North-South
 B-A output coefficients, raw/diag: one-nine=-0.000225/+0.0508; two-four=-0.000146/-0.106; blue-red=-1.61e-05/-0.368; white-black=+2.27e-05/+0.13; Europe-Asia=-0.000985/-3.2; North-South=+0.00231/+7.14
 G raw: head path norms=[0.406 0.315 0.303 0.212]; selected H0; relative path change=0.0124
 G diag: head path norms=[1299.336  700.645  774.276  495.653]; selected H0; relative path change=0.0111
 U raw: head path norms=[0.553 0.465 0.432 0.328]; selected H0; relative path change=0.0125
 U diag: head path norms=[1644.271 1283.955  989.794  725.762]; selected H0; relative path change=0.0107

L17U1027: previous candidate
 B-A output coefficients, raw/diag: one-nine=-0.0027/-9.38; two-four=-0.00485/-15.7; blue-red=+0.000557/+2.07; white-black=-0.000192/-0.712; Europe-Asia=+0.000328/+1.03; North-South=-0.000332/-0.878
 G raw: head path norms=[0.467 0.512 0.411 0.381]; selected H1; relative path change=0.0196
 G diag: head path norms=[1143.55  1165.392  845.455  917.407]; selected H1; relative path change=0.0257
 U raw: head path norms=[0.404 0.503 0.383 0.299]; selected H1; relative path change=0.0216
 U diag: head path norms=[1168.674 1236.447  837.1    641.126]; selected H1; relative path change=0.0272

Path definition:
raw: reader @ O_h @ V
diag: reader @ D_preMLP @ D_postAttention @ O_h @ V @ D_input
Only learned diagonal factors are included; all hidden-state RMS
denominators and attention coefficients are absent.
Head path norms are NOT attention weights or causal importance.

=== SOURCE-WEIGHT DIRECTIONS OF THE STRONGEST LINEAR PATHS ===
G and U paths are separate; neither is passed through a nonlinearity,
and their projected values are never multiplied.
L17U956 G raw via H0: +['isian':+0.167, 'Fat':+0.160, ' airy':+0.152, 'falen':+0.150] -['injection':-0.171, ' nitrile':-0.161, ' Gallup':-0.161, ' Geist':-0.158]
L17U956 G diag via H0: +['cling':+0.153, 'autre':+0.153, 'img':+0.151, 'rici':+0.148] -[' roomId':-0.174, ' Geist':-0.172, ' newToken':-0.170, 'Collegamenti':-0.163]
L17U956 U raw via H0: +['ocurrency':+0.184, ' colect':+0.175, ' velocidad':+0.167, ' enfermo':+0.165] -['IPAL':-0.174, 'onClick':-0.167, 'ixir':-0.159, 'chool':-0.159]
L17U956 U diag via H0: +[' Emery':+0.153, ' trabalh':+0.151, 'hxx':+0.144, ' UIF':+0.144] -['Cate':-0.161, 'meni':-0.160, 'Slip':-0.151, 'Neut':-0.149]
L17U824 G raw via H1: +[' Scenario':+0.174, 'Dana':+0.163, 'BV':+0.163, ' Bred':+0.161] -[' negar':-0.182, 'ectoria':-0.172, ' sepat':-0.168, ' Tiber':-0.163]
L17U824 G diag via H1: +['5':+0.255, '7':+0.229, '6':+0.223, '4':+0.211] -['giers':-0.168, ' yath':-0.167, ' fabs':-0.164, ' crystallography':-0.164]
L17U824 U raw via H0: +['Terrain':+0.165, 'Vertices':+0.163, ' Terrain':+0.163, 'tMap':+0.160] -['raulic':-0.180, 'MyAdmin':-0.171, 'encio':-0.165, 'PPS':-0.160]
L17U824 U diag via H0: +['prism':+0.152, ' presc':+0.146, ' raspberry':+0.144, ' topaz':+0.144] -['Cxx':-0.171, ' Diesel':-0.166, ' Dolls':-0.158, 'Diesel':-0.158]
L17U1393 G raw via H0: +['Tall':+0.173, ' problemat':+0.169, ' Cayman':+0.165, 'indexes':+0.158] -[' hailing':-0.175, ' iodide':-0.164, ' goodwill':-0.163, ' diatomic':-0.162]
L17U1393 G diag via H0: +['Eur':+0.168, 'Interact':+0.168, ' PEP':+0.159, 'Seqs':+0.159] -[' asas':-0.157, ' bangs':-0.153, ' sonora':-0.152, ' inversa':-0.150]
L17U1393 U raw via H0: +[' denomin':+0.181, 'ucose':+0.161, ' vene':+0.153, 'eqa':+0.153] -[' robberies':-0.177, ' movimento':-0.163, ' confus':-0.157, ' drunkenness':-0.156]
L17U1393 U diag via H0: +[' Blond':+0.177, 'smoking':+0.175, ' smoking':+0.169, ' sportsbook':+0.162] -[' natura':-0.158, ' roues':-0.157, 'Crop':-0.157, ' Watercolour':-0.153]
L17U1773 G raw via H0: +['partials':+0.177, 'emd':+0.175, ' dilatation':+0.159, 'eredReader':+0.156] -[' ISD':-0.182, 'gart':-0.174, ' chan':-0.173, ' aeruginosa':-0.165]
L17U1773 G diag via H0: +[' descendants':+0.169, ' Gatsby':+0.164, ' Bismarck':+0.158, ' descendant':+0.157] -['Rotate':-0.152, 'gence':-0.151, ' tsh':-0.148, 'Ez':-0.146]
L17U1773 U raw via H0: +['avits':+0.206, ' advis':+0.198, ' privacidade':+0.191, 'issippi':+0.182] -['helloworld':-0.186, 'OrderID':-0.180, 'RestClient':-0.167, 'JOptionPane':-0.163]
L17U1773 U diag via H0: +['soccer':+0.170, 'rekking':+0.169, 'cussions':+0.156, 'ablen':+0.154] -['Visibility':-0.154, 'Verify':-0.152, 'Robust':-0.149, ' Grease':-0.149]
L17U1801 G raw via H0: +['hanam':+0.165, 'ligere':+0.165, 'jeva':+0.160, 'HASH':+0.156] -[' Reebok':-0.178, ' cholest':-0.162, ' McQueen':-0.162, ' Airbus':-0.161]
L17U1801 G diag via H0: +[' Dever':+0.163, ' Forman':+0.156, 'Dawn':+0.156, ' Vars':+0.156] -[' Cedric':-0.182, 'Teddy':-0.173, ' Toby':-0.169, 'oppositions':-0.168]
L17U1801 U raw via H0: +['ppen':+0.165, ' Riva':+0.162, 'ressen':+0.152, ' ausgel':+0.151] -['robi':-0.193, ' celu':-0.164, ' suitors':-0.159, 'addView':-0.157]
L17U1801 U diag via H0: +[' Teddy':+0.173, 'Teddy':+0.157, ' Whale':+0.150, ' Selector':+0.148] -[' Crou':-0.170, ' pizzeria':-0.155, 'seud':-0.153, ' cathodic':-0.142]
L17U1641 G raw via H0: +['rania':+0.183, 'nica':+0.178, 'nymi':+0.170, ' ostat':+0.170] -[' Renewal':-0.160, ' Negoti':-0.154, ' Calend':-0.148, ' Palmyra':-0.148]
L17U1641 G diag via H0: +['ponente':+0.157, ' chrono':+0.156, ' Axe':+0.154, 'elerine':+0.154] -[' CHILD':-0.156, ' Blossom':-0.153, ' blossom':-0.152, ' Mandel':-0.151]
L17U1641 U raw via H0: +[' biv':+0.180, 'avidin':+0.176, 'ystycz':+0.166, 'UOUS':+0.163] -[' senescence':-0.176, 'Utilization':-0.162, ' TERMIN':-0.160, 'ool':-0.158]
L17U1641 U diag via H0: +[' dumbbell':+0.161, ' Atmos':+0.160, 'advisor':+0.153, 'mity':+0.152] -[' Flowering':-0.174, ' Tears':-0.165, ' senescence':-0.159, ' Sult':-0.151]
L17U1027 G raw via H1: +[' Sunglasses':+0.189, ' Conselho':+0.184, ' Garlic':+0.172, ' Lace':+0.169] -[' dirig':-0.182, ' wie':-0.166, ' unin':-0.166, ' kaz':-0.163]
L17U1027 G diag via H1: +[' Policing':+0.163, ' Cres':+0.162, 'irteen':+0.162, ' traced':+0.162] -[' bhar':-0.186, 'zeit':-0.166, 'ibh':-0.159, 'estation':-0.152]
L17U1027 U raw via H1: +['layouts':+0.200, ' Fifteen':+0.178, ' tenth':+0.174, ' sixteen':+0.171] -['ouche':-0.172, 'endez':-0.167, ' vidro':-0.159, ' paus':-0.157]
L17U1027 U diag via H1: +[' tryptophan':+0.159, 'isselle':+0.150, ' massacre':+0.149, ' cdot':+0.149] -['mods':-0.162, 'reversed':-0.162, 'reversible':-0.158, ' pista':-0.156]
