OUTPUT of run 24 of at most 60:
```
OUTPUT-QUERY CONTRASTS: ['labels_minus_function', 'content_minus_function', 'affirmative_minus_corrective']
SOURCE-KEY CONTRASTS: ['belief_minus_knowledge', 'belief_minus_question', 'personal_minus_impersonal']
These are weight-derived vocabulary directions, not model inputs or hidden states.

SOURCE-SPECIFIC WEIGHT-PRODUCT DIFFERENCES
Rows = output-query contrasts; columns = source-key contrasts.
Entries = normalized B-A matrix couplings *1e4, not logits or attention scores.

L17H1
 [[-2.4855 -1.139   0.5318]
 [-1.7153 -0.5639 -0.4032]
 [ 3.7799  3.5315  1.2659]]

L14H0
 [[ 3.9732  0.2963 -0.3752]
 [ 0.1637  0.4476  0.4735]
 [-0.9552  0.0624  0.8308]]

L17H3
 [[-2.1307 -0.5436 -1.2226]
 [-1.1343 -1.0137 -0.5041]
 [ 0.7933 -0.7231 -0.0297]]

L17H2
 [[-0.0092 -0.2203 -0.072 ]
 [ 0.457  -0.3387 -0.2119]
 [ 0.1059  0.4558  0.0458]]

L11H1
 [[ 4.6468  1.7582  3.4392]
 [ 0.1327 -0.6129  1.4888]
 [-3.1006 -0.7377  1.3976]]

UNSUPERVISED OUTPUT-QUERY / SOURCE-KEY FACTORS
Each positive singular term adds B coupling for same-sign poles
and removes B coupling for opposite-sign poles. Axis signs are arbitrary.

L17H1, leading energy fractions=[0.5452 0.1298 0.0835]
 factor 1
  output-query +: [("'loten'", 3.975), ("' lent'", 3.946), ("'itemconfig'", 3.904), ("'Majority'", 3.799), ("' staples'", 3.796)]
  output-query -: [("' apprais'", -3.878), ("'ischem'", -3.838), ("' Orn'", -3.837), ("'usd'", -3.778), ("'quilla'", -3.776)]
  source-key +: [("' HomeScreen'", 4.239), ("' hypersur'", 4.065), ("' Conform'", 3.915), ("' Slick'", 3.88), ("'menopausal'", 3.852)]
  source-key -: [("'7'", -9.021), ("'8'", -8.772), ("'6'", -8.592), ("'4'", -8.428), ("'9'", -8.396)]
 factor 2
  output-query +: [("'4'", 4.422), ("'3'", 4.35), ("'2'", 4.343), ("'5'", 4.243), ("'6'", 4.196)]
  output-query -: [("'estyle'", -3.658), ("' exs'", -3.634), ("' adunay'", -3.63), ("' obvi'", -3.573), ("' olen'", -3.568)]
  source-key +: [("'iseen'", 4.735), ("'attery'", 4.557), ("' beurre'", 4.254), ("'inen'", 4.178), ("'track'", 3.898)]
  source-key -: [("' nascetur'", -4.578), ("' Darby'", -4.382), ("' restitu'", -4.32), ("'kale'", -4.292), ("' gorg'", -4.214)]

L14H0, leading energy fractions=[0.6733 0.0995 0.0411]
 factor 1
  output-query +: [("'7'", 4.305), ("'3'", 4.239), ("'9'", 4.202), ("'5'", 4.095), ("'8'", 4.079)]
  output-query -: [("' Arabia'", -4.488), ("'itely'", -4.123), ("' Radiol'", -3.895), ("'ariums'", -3.881), ("' plages'", -3.843)]
  source-key +: [("'7'", 9.736), ("'8'", 9.385), ("'5'", 9.194), ("'9'", 9.046), ("'4'", 8.822)]
  source-key -: [("'sciutto'", -4.435), ("'rega'", -4.245), ("'odox'", -4.195), ("' Mainland'", -4.186), ("'atories'", -4.128)]

L17H3, leading energy fractions=[0.4943 0.1609 0.0786]
 factor 1
  output-query +: [("' equivoc'", 4.251), ("' claves'", 4.151), ("'chave'", 4.077), ("'lice'", 3.901), ("' sbagli'", 3.857)]
  output-query -: [("' effluent'", -3.855), ("'havam'", -3.85), ("' effluents'", -3.78), ("' Merced'", -3.709), ("' blushing'", -3.678)]
  source-key +: [("' Conform'", 3.833), ("' Slick'", 3.811), ("' briefcase'", 3.76), ("' zindagi'", 3.653), ("' SSm'", 3.638)]
  source-key -: [("'7'", -8.791), ("'3'", -8.67), ("'4'", -8.641), ("'8'", -8.405), ("'6'", -8.284)]

L17H2, leading energy fractions=[0.4483 0.1369 0.1064]
 factor 1
  output-query +: [("' stroll'", 3.836), ("' bask'", 3.733), ("'esson'", 3.695), ("' clothe'", 3.666), ("'egg'", 3.648)]
  output-query -: [("' otp'", -4.077), ("'ships'", -3.955), ("' voegen'", -3.909), ("'ship'", -3.788), ("' Naik'", -3.683)]
  source-key +: [("'7'", 6.891), ("'6'", 6.617), ("'8'", 6.577), ("'3'", 6.541), ("'4'", 6.535)]
  source-key -: [("'Ampl'", -3.95), ("'TabPage'", -3.87), ("' EnglishChoose'", -3.598), ("' Igu'", -3.547), ("' wcex'", -3.535)]

L11H1, leading energy fractions=[0.3277 0.1795 0.1137]
 factor 1
  output-query +: [("'dives'", 3.928), ("' Lamborghini'", 3.779), ("'STEM'", 3.727), ("' watchlist'", 3.71), ("' battleship'", 3.626)]
  output-query -: [("'izer'", -3.79), ("' korist'", -3.682), ("' thawed'", -3.602), ("' bantu'", -3.587), ("' condiciones'", -3.579)]
  source-key +: [("' INDI'", 4.611), ("' Messrs'", 4.281), ("' canalicul'", 4.234), ("' shrimps'", 4.055), ("'meisterschaft'", 4.019)]
  source-key -: [("'7'", -10.432), ("'5'", -10.257), ("'8'", -10.088), ("'6'", -9.748), ("'4'", -9.639)]

DIRECT SOURCE-SPECIFICITY DISPLAYS
These are linear weight functionals, not generated outputs.

L17H1
 label-query contrast -> source keys, B-favoring: [("'cious'", 4.371), ("'iseen'", 4.253), ("'ouble'", 4.246), ("' coeur'", 4.211), ("' beurre'", 4.149), ("' subdomain'", 4.073)]
 label-query contrast -> source keys, A-favoring: [("' Darby'", -5.024), ("' restitu'", -4.291), ("'acies'", -4.225), ("'ages'", -3.95), ("'vanishing'", -3.93), ("' retorn'", -3.929)]
 belief-minus-knowledge source -> query directions, B-favoring: [("' giudice'", 4.003), ("'atamente'", 3.857), ("'seite'", 3.829), ("' Trotz'", 3.675), ("' thermocou'", 3.637), ("'usten'", 3.526)]
 belief-minus-knowledge source -> query directions, A-favoring: [("' disperse'", -3.717), ("' recall'", -3.711), ("' lumi'", -3.685), ("' sixties'", -3.578), ("'piele'", -3.496), ("' recollect'", -3.482)]

L14H0
 label-query contrast -> source keys, B-favoring: [("'7'", 10.11), ("'8'", 9.782), ("'9'", 9.501), ("'5'", 9.474), ("'4'", 9.102), ("'6'", 8.878)]
 label-query contrast -> source keys, A-favoring: [("'sciutto'", -4.346), ("' accomod'", -4.297), ("' Mainland'", -4.257), ("' sidelines'", -4.123), ("'cement'", -4.1), ("'odox'", -4.095)]
 belief-minus-knowledge source -> query directions, B-favoring: [("'7'", 4.183), ("'3'", 4.114), ("'9'", 4.031), ("'rasp'", 3.985), ("'right'", 3.975), ("'5'", 3.913)]
 belief-minus-knowledge source -> query directions, A-favoring: [("' Arabia'", -4.131), ("'itely'", -4.096), ("' Beside'", -3.831), ("' Brides'", -3.787), ("' Radiol'", -3.777), ("'uus'", -3.762)]

L17H3
 label-query contrast -> source keys, B-favoring: [("'afstand'", 4.746), ("' coverings'", 4.405), ("' privatisation'", 4.221), ("'iscale'", 4.22), ("'Charter'", 4.184), ("'Freight'", 4.183)]
 label-query contrast -> source keys, A-favoring: [("'hes'", -4.531), ("' il'", -4.459), ("' else'", -4.34), ("'7'", -4.288), ("' al'", -4.141), ("' fortuit'", -4.094)]
 belief-minus-knowledge source -> query directions, B-favoring: [("'yrch'", 4.564), ("' canalicul'", 4.39), ("' erit'", 4.043), ("' homelessness'", 3.962), ("'xcodeproj'", 3.952), ("' writes'", 3.861)]
 belief-minus-knowledge source -> query directions, A-favoring: [("' priori'", -3.792), ("'nahme'", -3.706), ("'1'", -3.672), ("'trunk'", -3.631), ("'lect'", -3.575), ("'ivate'", -3.538)]

No output-query direction is assumed to occur in an actual prompt.
No sequence, activation function, gate, hidden-state normalization, or model output was evaluated.

```