OUTPUT of run 10 of at most 60:
```
NEW HYPOTHESIS: an isotropic, radius-squared residual-write component.
T = sum_i d_i tensor sym(g_i tensor u_i).
The pre-output-normalization MLP's exact even part has coefficient T/2.
Trace over input coordinates: t = sum_i d_i * (g_i dot u_i).
Orthogonal isotropic projection: (t/R) tensor I.
Its squared Frobenius norm is ||t||^2/R.
The factor 1/2 cancels in all energy fractions below.
No nonlinear functions, inputs, hidden-state norms, or outputs are evaluated.

=== ISOTROPIC SHARE OF THE FULL EVEN-COEFFICIENT DIFFERENCE ===
layer raw_share folded_share baseline_A_fold baseline_B_fold trace_rel_fold
    0  0.00696%     0.00332%        0.03122%        0.03143%       0.006999
    1  0.00480%     0.00586%        0.06905%        0.06803%       0.008510
    2  0.01817%     0.02965%        0.00363%        0.00344%       0.051498
    3  0.03205%     0.01455%        0.11823%        0.11894%       0.008233
    4  0.02431%     0.04287%        0.52425%        0.51385%       0.007841
    5  0.01883%     0.01466%        1.17349%        1.16940%       0.001810
    6  0.07826%     0.02124%        0.43698%        0.43620%       0.001921
    7  0.08753%     0.04758%        0.22370%        0.22502%       0.004395
    8  0.17362%     0.10791%        0.34658%        0.35069%       0.010894
    9  0.04271%     0.04498%        0.30477%        0.30560%       0.006401
   10  0.05432%     0.09179%        0.25496%        0.25678%       0.012207
   11  0.09135%     0.09446%        0.02944%        0.02978%       0.025624
   12  0.10474%     0.11090%        0.02734%        0.02746%       0.030828
   13  0.07749%     0.08582%        0.02337%        0.02349%       0.035830
   14  0.08223%     0.07931%        0.01639%        0.01653%       0.047392
   15  0.05142%     0.05172%        0.01601%        0.01624%       0.034693
   16  0.02803%     0.04223%        0.03568%        0.03598%       0.019806
   17  0.02084%     0.07038%        0.02594%        0.02658%       0.031924

=== ISOTROPIC DIRECTION CONSISTENCY BETWEEN LAYERS ===
raw all-pair cosine min/median/max = [-0.0494  0.0682  0.5485] ; adjacent mean = 0.410601
folded all-pair cosine min/median/max = [-0.5477  0.0186  0.9027] ; adjacent mean = 0.448234

Most positively aligned gain-folded pairs:
  L04 -> L05: folded_cosine=+0.902664, raw_cosine=+0.257023
  L01 -> L02: folded_cosine=+0.767292, raw_cosine=+0.434428
  L00 -> L01: folded_cosine=+0.664451, raw_cosine=+0.297954
  L03 -> L04: folded_cosine=+0.607571, raw_cosine=+0.328220
  L00 -> L02: folded_cosine=+0.598675, raw_cosine=+0.275888
  L07 -> L08: folded_cosine=+0.594612, raw_cosine=+0.548488
  L14 -> L15: folded_cosine=+0.582689, raw_cosine=+0.525321
  L15 -> L16: folded_cosine=+0.566255, raw_cosine=+0.488347

Most negatively aligned gain-folded pairs:
  L04 -> L07: folded_cosine=-0.547717, raw_cosine=+0.166373
  L05 -> L07: folded_cosine=-0.541053, raw_cosine=+0.207018
  L01 -> L04: folded_cosine=-0.532922, raw_cosine=+0.126180
  L05 -> L17: folded_cosine=-0.515663, raw_cosine=+0.055790
  L00 -> L04: folded_cosine=-0.513412, raw_cosine=+0.060762

=== LEADING UNIT CONTRIBUTIONS TO ISOTROPIC DIFFERENCE ===
Scores are fractions of each layer's FULL even-coefficient delta energy.
These are not fractions of behavioral effects.
L10 unit 1363: full_even_delta_share=0.015826%, isotropic_delta_share=17.24104%
L10 unit 1529: full_even_delta_share=0.008233%, isotropic_delta_share=8.96912%
L10 unit 1869: full_even_delta_share=0.006715%, isotropic_delta_share=7.31575%
L04 unit 1527: full_even_delta_share=0.005713%, isotropic_delta_share=13.32739%
L07 unit 1300: full_even_delta_share=0.005657%, isotropic_delta_share=11.89046%
L13 unit   16: full_even_delta_share=0.005152%, isotropic_delta_share=6.00348%
L07 unit 1032: full_even_delta_share=0.005031%, isotropic_delta_share=10.57296%
L14 unit  641: full_even_delta_share=0.004149%, isotropic_delta_share=5.23102%
L12 unit 1709: full_even_delta_share=0.003707%, isotropic_delta_share=3.34270%
L04 unit 1750: full_even_delta_share=0.003560%, isotropic_delta_share=8.30448%
L04 unit 1438: full_even_delta_share=0.003525%, isotropic_delta_share=8.22242%
L12 unit 1584: full_even_delta_share=0.003477%, isotropic_delta_share=3.13516%
L12 unit 1333: full_even_delta_share=0.003439%, isotropic_delta_share=3.10110%
L04 unit 2006: full_even_delta_share=0.003439%, isotropic_delta_share=8.02087%
L12 unit 1488: full_even_delta_share=0.003404%, isotropic_delta_share=3.06934%

=== SUMMARY ===
raw isotropic delta fraction min/median/max = [0.     0.0005 0.0017]
folded isotropic delta fraction min/median/max = [0.     0.0005 0.0011]
Maximum contribution-sum discrepancy: 1.7531346603144913e-15
Interpretation limit: this isolates an exact part of the unnormalized
branch numerator; input-dependent output normalization and the remaining
nonlinear part can change its actual effect. No token semantics are inferred.
Elapsed seconds: 17.71

```