OUTPUT of run 9 of at most 60:
```
For any matrix M, the sign of its self-alignment quadratic form
is determined by sym(M)=(M+M.T)/2.
Only these coefficient matrices and their eigenvalues are calculated.
No residual vectors or quadratic-form evaluations are constructed.
Delta means B-A. PSD would favor B, NSD A, for this narrow matrix property.
It would NOT identify sycophancy or attention to a user's guess.

=== ALL-HEAD SIGN SUMMARY ===
projection-only
  PSD: 0 NSD: 0 indefinite: 72
  positive-eigenvalue energy fraction, min/median/max: [0.48   0.5021 0.5222]
  identity-alignment change, min/median/max: [-0.  0.  0.]
  heads with increased/decreased identity alignment: 41 31
gain-folded
  PSD: 0 NSD: 0 indefinite: 72
  positive-eigenvalue energy fraction, min/median/max: [0.4936 0.5004 0.5378]
  identity-alignment change, min/median/max: [-0.0002  0.      0.0002]
  heads with increased/decreased identity alignment: 36 36

=== GAIN-FOLDED SIGN STRUCTURE OF SELECTED CANDIDATES ===
 L H relative npos nneg min_eigenvalue max_eigenvalue pos_energy_fraction sym_delta_fraction
 0 1 0.024868  319  321       -1.86204        1.98891            0.527828           0.500553
 4 0 0.023085  320  320       -36.5368         36.578            0.501405           0.500112
 4 1 0.026470  319  321        -26.519        26.5616            0.502939           0.499817
 4 2 0.023507  319  321       -41.3799        41.5011            0.501481           0.500114
11 0 0.011991  320  320       -48.4133        48.1032            0.499432           0.499962
11 1 0.021512  321  319       -44.0558        43.7616            0.499426           0.499975
12 2 0.009355  321  319       -208.003        209.304            0.500581           0.500003
12 3 0.012362  319  321       -165.211        165.174            0.499875           0.499997
15 2 0.020115  319  321       -269.471        268.575            0.500074           0.499978
17 1 0.014950  319  321       -86.4042        88.6261            0.498974           0.500031

=== HEADS WITH THE LARGEST ABSOLUTE IDENTITY-ALIGNMENT CHANGES ===
projection-only
  L07 H2: identity_alignment_B_minus_A=+0.00004529, positive_energy_fraction=0.517370
  L17 H0: identity_alignment_B_minus_A=-0.00004444, positive_energy_fraction=0.479962
  L11 H2: identity_alignment_B_minus_A=+0.00003747, positive_energy_fraction=0.507970
  L07 H0: identity_alignment_B_minus_A=-0.00003719, positive_energy_fraction=0.508777
  L05 H1: identity_alignment_B_minus_A=-0.00003624, positive_energy_fraction=0.486356
  L10 H1: identity_alignment_B_minus_A=+0.00003337, positive_energy_fraction=0.502591
  L08 H3: identity_alignment_B_minus_A=+0.00003205, positive_energy_fraction=0.506582
  L07 H1: identity_alignment_B_minus_A=+0.00003165, positive_energy_fraction=0.497530
gain-folded
  L08 H0: identity_alignment_B_minus_A=-0.00019271, positive_energy_fraction=0.504202
  L00 H1: identity_alignment_B_minus_A=+0.00015554, positive_energy_fraction=0.527828
  L09 H2: identity_alignment_B_minus_A=+0.00013970, positive_energy_fraction=0.498116
  L09 H1: identity_alignment_B_minus_A=+0.00012506, positive_energy_fraction=0.505505
  L07 H0: identity_alignment_B_minus_A=+0.00011258, positive_energy_fraction=0.504547
  L06 H0: identity_alignment_B_minus_A=-0.00010827, positive_energy_fraction=0.493630
  L08 H2: identity_alignment_B_minus_A=+0.00010343, positive_energy_fraction=0.501475
  L06 H3: identity_alignment_B_minus_A=-0.00009914, positive_energy_fraction=0.499931

Elapsed seconds: 2.96

```