GATE/UP/DOWN INTERACTION-WEIGHT DIFFERENCES
These are coefficient matrices, not model outputs or gate evaluations.
Positive/negative energy describes the matrix spectrum, not answer correctness.
L14 one_vs_other_digits   : relative_change=0.03997, positive/negative energy=0.505/0.495, largest eigenvalues=+6.0492/-5.7202
L14 A_vs_D                : relative_change=0.02637, positive/negative energy=0.584/0.416, largest eigenvalues=+4.2144/-4.3103
L14 agree_vs_disagree     : relative_change=0.01979, positive/negative energy=0.429/0.571, largest eigenvalues=+2.0126/-2.2521
L15 one_vs_other_digits   : relative_change=0.05074, positive/negative energy=0.428/0.572, largest eigenvalues=+4.7018/-6.6048
L15 A_vs_D                : relative_change=0.01940, positive/negative energy=0.570/0.430, largest eigenvalues=+3.1912/-2.2163
L15 agree_vs_disagree     : relative_change=0.01934, positive/negative energy=0.462/0.538, largest eigenvalues=+1.597/-1.7065
L16 one_vs_other_digits   : relative_change=0.08809, positive/negative energy=0.496/0.504, largest eigenvalues=+11.283/-10.362
L16 A_vs_D                : relative_change=0.01772, positive/negative energy=0.555/0.445, largest eigenvalues=+2.7746/-2.4914
L16 agree_vs_disagree     : relative_change=0.02040, positive/negative energy=0.431/0.569, largest eigenvalues=+1.7604/-2.1853
L17 one_vs_other_digits   : relative_change=0.12684, positive/negative energy=0.478/0.522, largest eigenvalues=+15.087/-18.361
L17 A_vs_D                : relative_change=0.02364, positive/negative energy=0.440/0.560, largest eigenvalues=+3.1952/-3.3164
L17 agree_vs_disagree     : relative_change=0.03575, positive/negative energy=0.323/0.677, largest eigenvalues=+2.8109/-5.4087

FINAL-LAYER INTERACTION AXES AND UNIT CONTRIBUTORS
Individual norm rankings omit cancellations and unknown state-dependent use.

Output-weight contrast: one_vs_other_digits
positive eigenmode eigenvalue: 15.086675492680472
 lexical +: [("'issimo'", 0.1284), ("'Camel'", 0.1195), ("'BASE'", 0.1179), ("'camel'", 0.1178), ("'intas'", 0.1148), ("' alatt'", 0.1144)]
 lexical -: [("' Softball'", -0.1945), ("' GAMES'", -0.1854), ("' jeux'", -0.1816), ("' GAME'", -0.1761), ("' roulette'", -0.1758), ("' games'", -0.175)]
 largest residual coordinates: [293, 431, 328, 212] squared share: 0.4216122789462781
negative eigenmode eigenvalue: -18.36052250861708
 lexical +: [("' eyelid'", 0.1881), ("' Wai'", 0.1863), ("' Halk'", 0.1787), ("' laser'", 0.1785), ("' Grat'", 0.175), ("' opt'", 0.174)]
 lexical -: [("'5'", -0.3327), ("'7'", -0.3232), ("'6'", -0.32), ("'4'", -0.3156), ("'8'", -0.3146), ("'9'", -0.2989)]
 largest residual coordinates: [239, 131, 442, 299] squared share: 0.6987129327501035
Largest individual interaction-weight changes:
 unit 1936: difference_norm=6.1091, output-column projection A/B=+0.35393/+0.64434, mean gate/up cosine=+0.4054
 unit 60: difference_norm=5.3082, output-column projection A/B=+0.28386/+0.093607, mean gate/up cosine=-0.6862
 unit 824: difference_norm=5.3019, output-column projection A/B=-1.4661/-1.0932, mean gate/up cosine=-0.0787
 unit 1217: difference_norm=4.9439, output-column projection A/B=+0.53162/+0.12578, mean gate/up cosine=-0.2376
 unit 1326: difference_norm=4.7134, output-column projection A/B=+0.36593/+0.68743, mean gate/up cosine=+0.0387
 unit 1180: difference_norm=4.2736, output-column projection A/B=-8.538/-8.3661, mean gate/up cosine=-0.6495

Output-weight contrast: A_vs_D
positive eigenmode eigenvalue: 3.195212992043084
 lexical +: [("' negoti'", 0.1815), ("' wages'", 0.1685), ("' renegoti'", 0.168), ("'Accom'", 0.1678), ("' negotiations'", 0.1619), ("'Arcs'", 0.1606)]
 lexical -: [("'3'", -0.2676), ("'7'", -0.2641), ("'6'", -0.2626), ("'5'", -0.2545), ("'4'", -0.2513), ("'9'", -0.2428)]
 largest residual coordinates: [54, 239, 293, 212] squared share: 0.5911555334081076
negative eigenmode eigenvalue: -3.316375767198691
 lexical +: [("'7'", 0.2284), ("'3'", 0.2223), ("'5'", 0.2195), ("'4'", 0.2172), ("'6'", 0.215), ("'8'", 0.2093)]
 lexical -: [("' privatisation'", -0.232), ("' cheque'", -0.2253), ("' manoeuv'", -0.2251), ("' prawns'", -0.2171), ("' manoeuvre'", -0.2162), ("' harbour'", -0.2105)]
 largest residual coordinates: [4, 239, 54, 293] squared share: 0.5916784505729862
Largest individual interaction-weight changes:
 unit 1312: difference_norm=1.3472, output-column projection A/B=-0.20202/-0.23734, mean gate/up cosine=+0.6502
 unit 1916: difference_norm=1.3436, output-column projection A/B=-0.16455/-0.18567, mean gate/up cosine=+0.8740
 unit 997: difference_norm=1.066, output-column projection A/B=-0.70742/-0.66359, mean gate/up cosine=-0.4009
 unit 538: difference_norm=1.009, output-column projection A/B=-0.052128/-0.0033969, mean gate/up cosine=-0.4605
 unit 37: difference_norm=1.007, output-column projection A/B=+0.058631/+0.13391, mean gate/up cosine=-0.3969
 unit 383: difference_norm=0.82929, output-column projection A/B=-7.5741/-7.5877, mean gate/up cosine=+0.2876

Output-weight contrast: agree_vs_disagree
positive eigenmode eigenvalue: 2.8109224065331473
 lexical +: [("'ioribus'", 0.13), ("' capa'", 0.117), ("' encima'", 0.116), ("' pangkat'", 0.1136), ("' ejempl'", 0.1124), ("' recomendaciones'", 0.1117)]
 lexical -: [("' games'", -0.227), ("' game'", -0.2094), ("' Softball'", -0.2058), ("' roulette'", -0.2042), ("'games'", -0.2036), ("' Spiel'", -0.2035)]
 largest residual coordinates: [293, 328, 212, 548] squared share: 0.45432210400309236
negative eigenmode eigenvalue: -5.4086717686487855
 lexical +: [("'4'", 0.253), ("'5'", 0.2391), ("'3'", 0.2355), ("'8'", 0.2343), ("'2'", 0.2302), ("'6'", 0.2283)]
 lexical -: [("' Rockland'", -0.2773), ("' EnglishChoose'", -0.276), ("' Shasta'", -0.2735), ("' Bigfoot'", -0.2729), ("' McKinley'", -0.2728), ("'localVarPath'", -0.2703)]
 largest residual coordinates: [299, 131, 427, 7] squared share: 0.3378634195787925
Largest individual interaction-weight changes:
 unit 1936: difference_norm=1.2702, output-column projection A/B=-0.54245/-0.48259, mean gate/up cosine=+0.4054
 unit 1180: difference_norm=1.2693, output-column projection A/B=-0.16378/-0.10839, mean gate/up cosine=-0.6495
 unit 1637: difference_norm=1.0371, output-column projection A/B=-0.11193/-0.14194, mean gate/up cosine=+0.5626
 unit 419: difference_norm=1.0211, output-column projection A/B=+0.18076/+0.24532, mean gate/up cosine=-0.3009
 unit 370: difference_norm=0.99923, output-column projection A/B=-0.33312/-0.3893, mean gate/up cosine=+0.3833
 unit 774: difference_norm=0.96509, output-column projection A/B=+0.23421/+0.19854, mean gate/up cosine=-0.5866

No expression of the form input.T @ S @ input was evaluated.
No activation function, gate, hidden-state normalization, or model output was computed.
