OUTPUT of run 3 of at most 60:
```
EXACT EVEN-COMPONENT COEFFICIENT COMPARISON
Includes pre-MLP learned diagonal scales, not hidden-state normalization.
Excludes post-MLP normalization and all downstream computation.
No activation functions or input vectors are evaluated.
Relative difference uses RMS coefficient-tensor norm.
Coherence = squared norm of summed unit changes / sum of their squared norms.
A value above 1 means net reinforcement under this coefficient inner product.
This is not a behavioural importance or activation-frequency measure.

L00 norm_A=358.683 norm_B=358.6528 delta=4.67369 rel=0.0130307 cos=0.999915104 coherence=1.0172 top5_share=3.564% negative_units=0 allocation_error=1.37e-12
  Leading signed coefficient-energy contributors: [(1130, 0.016351), (878, 0.00735), (1159, 0.00449), (338, 0.004149), (1856, 0.003305)]
L01 norm_A=5590.931 norm_B=5590.862 delta=106.3543 rel=0.0190228 cos=0.999819067 coherence=1.0087 top5_share=0.886% negative_units=0 allocation_error=4.94e-13
  Leading signed coefficient-energy contributors: [(1725, 0.002797), (2035, 0.001598), (681, 0.001521), (1067, 0.001477), (214, 0.001464)]
L02 norm_A=4351.625 norm_B=4351.501 delta=70.92596 rel=0.016299 cos=0.999867172 coherence=1.0127 top5_share=1.956% negative_units=0 allocation_error=1.44e-12
  Leading signed coefficient-energy contributors: [(1831, 0.009163), (624, 0.004282), (421, 0.002409), (798, 0.001853), (983, 0.001849)]
L03 norm_A=4800.913 norm_B=4800.876 delta=90.91096 rel=0.0189363 cos=0.999820709 coherence=1.021 top5_share=2.563% negative_units=0 allocation_error=1.32e-12
  Leading signed coefficient-energy contributors: [(146, 0.00706), (82, 0.006259), (861, 0.004355), (226, 0.004028), (1671, 0.00393)]
L04 norm_A=1501.465 norm_B=1501.391 delta=31.27517 rel=0.0208303 cos=0.999783051 coherence=1.0356 top5_share=2.450% negative_units=0 allocation_error=4.25e-12
  Leading signed coefficient-energy contributors: [(1044, 0.006193), (563, 0.005467), (840, 0.004763), (1527, 0.004081), (200, 0.003994)]
L05 norm_A=2002.773 norm_B=2002.637 delta=28.11473 rel=0.0140384 cos=0.999901464 coherence=1.0561 top5_share=1.381% negative_units=0 allocation_error=7.16e-12
  Leading signed coefficient-energy contributors: [(1034, 0.00334), (226, 0.003302), (662, 0.002583), (725, 0.002393), (613, 0.002191)]
L06 norm_A=561.9269 norm_B=561.9271 delta=10.24782 rel=0.0182369 cos=0.999833707 coherence=1.0594 top5_share=5.479% negative_units=0 allocation_error=4.21e-12
  Leading signed coefficient-energy contributors: [(1824, 0.03453), (1122, 0.007162), (314, 0.005825), (690, 0.004957), (651, 0.002317)]
L07 norm_A=512.3727 norm_B=512.367 delta=8.682685 rel=0.0169461 cos=0.999856414 coherence=1.0622 top5_share=5.442% negative_units=0 allocation_error=8.84e-13
  Leading signed coefficient-energy contributors: [(1455, 0.020797), (1300, 0.014279), (1032, 0.008159), (334, 0.006883), (825, 0.004302)]
L08 norm_A=347.3783 norm_B=347.3786 delta=7.06483 rel=0.0203376 cos=0.999793192 coherence=1.0876 top5_share=2.399% negative_units=0 allocation_error=1.97e-12
  Leading signed coefficient-energy contributors: [(487, 0.008875), (1379, 0.004299), (229, 0.004089), (1394, 0.003523), (1868, 0.003202)]
L09 norm_A=208.3234 norm_B=208.326 delta=3.379053 rel=0.0162201 cos=0.999868454 coherence=1.0912 top5_share=2.218% negative_units=0 allocation_error=6.56e-12
  Leading signed coefficient-energy contributors: [(808, 0.005959), (448, 0.004356), (111, 0.004246), (1782, 0.00418), (563, 0.003441)]
L10 norm_A=338.4941 norm_B=338.5415 delta=6.167677 rel=0.0182197 cos=0.999834032 coherence=1.0955 top5_share=16.429% negative_units=3 allocation_error=7.14e-14
  Leading signed coefficient-energy contributors: [(1363, 0.065554), (1564, 0.046911), (1529, 0.032152), (1869, 0.010244), (900, 0.009434)]
L11 norm_A=675.574 norm_B=675.6124 delta=10.51745 rel=0.0155677 cos=0.999878825 coherence=1.121 top5_share=3.711% negative_units=4 allocation_error=2.69e-12
  Leading signed coefficient-energy contributors: [(716, 0.009979), (1815, 0.009341), (1576, 0.008123), (494, 0.005157), (1892, 0.004511)]
L12 norm_A=281.3344 norm_B=281.3446 delta=4.533956 rel=0.0161156 cos=0.999870144 coherence=1.1246 top5_share=2.276% negative_units=0 allocation_error=8.73e-12
  Leading signed coefficient-energy contributors: [(1528, 0.005987), (1520, 0.004229), (1940, 0.004213), (259, 0.00421), (1584, 0.004119)]
L13 norm_A=185.2037 norm_B=185.2009 delta=3.726734 rel=0.0201225 cos=0.999797543 coherence=1.0604 top5_share=3.039% negative_units=0 allocation_error=4.76e-13
  Leading signed coefficient-energy contributors: [(16, 0.013358), (1517, 0.005524), (67, 0.00412), (369, 0.003849), (1200, 0.003542)]
L14 norm_A=146.3131 norm_B=146.3118 delta=3.238684 rel=0.0221354 cos=0.999755012 coherence=1.0591 top5_share=3.758% negative_units=0 allocation_error=1.45e-12
  Leading signed coefficient-energy contributors: [(641, 0.022853), (685, 0.004247), (663, 0.003886), (1801, 0.003684), (392, 0.002906)]
L15 norm_A=93.09254 norm_B=93.09168 delta=1.824533 rel=0.0195992 cos=0.999807935 coherence=1.0514 top5_share=2.312% negative_units=0 allocation_error=3.46e-12
  Leading signed coefficient-energy contributors: [(1369, 0.010183), (651, 0.003868), (805, 0.003254), (105, 0.002985), (604, 0.002826)]
L16 norm_A=94.12614 norm_B=94.12455 delta=1.712414 rel=0.0181929 cos=0.999834509 coherence=1.054 top5_share=3.035% negative_units=0 allocation_error=2.83e-12
  Leading signed coefficient-energy contributors: [(893, 0.019006), (730, 0.003943), (324, 0.002698), (1446, 0.002407), (1593, 0.002301)]
L17 norm_A=86.69799 norm_B=86.69188 delta=1.677117 rel=0.019345 cos=0.999812887 coherence=1.1221 top5_share=2.322% negative_units=0 allocation_error=5.06e-12
  Leading signed coefficient-energy contributors: [(1916, 0.008245), (1312, 0.00449), (60, 0.0038), (1853, 0.003497), (1932, 0.003183)]

LAYER ORDER BY RELATIVE EVEN-COMPONENT DIFFERENCE
[(14, np.float64(0.0221354)), (4, np.float64(0.0208303)), (8, np.float64(0.0203376)), (13, np.float64(0.0201225)), (15, np.float64(0.0195992)), (17, np.float64(0.019345)), (1, np.float64(0.0190228)), (3, np.float64(0.0189363)), (6, np.float64(0.0182369)), (10, np.float64(0.0182197)), (16, np.float64(0.0181929)), (7, np.float64(0.0169461)), (2, np.float64(0.016299)), (9, np.float64(0.0162201)), (12, np.float64(0.0161156)), (11, np.float64(0.0155677)), (5, np.float64(0.0140384)), (0, np.float64(0.0130307))]

LARGEST 12 SIGNED COEFFICIENT-ENERGY CONTRIBUTORS ACROSS LAYERS
Cross-layer magnitudes are not directly comparable behavioural effects.
L03 U0146 contribution=58.34643 within_layer_share=0.706% own_delta_norm=7.645009
L03 U0082 contribution=51.73208 within_layer_share=0.626% own_delta_norm=7.065397
L02 U1831 contribution=46.09576 within_layer_share=0.916% own_delta_norm=6.791337
L03 U0861 contribution=35.99734 within_layer_share=0.436% own_delta_norm=6.078813
L03 U0226 contribution=33.28857 within_layer_share=0.403% own_delta_norm=5.732432
L03 U1671 contribution=32.48479 within_layer_share=0.393% own_delta_norm=5.516542
L01 U1725 contribution=31.63271 within_layer_share=0.280% own_delta_norm=5.642242
L03 U1073 contribution=28.092 within_layer_share=0.340% own_delta_norm=5.11785
L03 U1224 contribution=28.09051 within_layer_share=0.340% own_delta_norm=5.303123
L03 U1987 contribution=25.90572 within_layer_share=0.313% own_delta_norm=5.157995
L03 U0763 contribution=25.05259 within_layer_share=0.303% own_delta_norm=4.997967
L03 U1928 contribution=24.37881 within_layer_share=0.295% own_delta_norm=4.871167

Interpretation boundary:
A nonzero coefficient difference proves different pre-output-normalization
MLP subfunctions on some mathematical inputs, not necessarily reachable states.
It does not identify user-guess features, correct-answer features,
the semantic direction of the change, or its effect on model answers.

```