OUTPUT of run 7 of at most 60:
```
ENTRY-SIGN-NULL STANDARDIZED CHANGES
Positive = B>A. These are weight-structure diagnostics, not behavioral z-scores.
QK averages fixed matrix rotations at offsets [0, 4, 16, 64]
Columns: layer/head | QK answer:belief-question, answer:belief-fact, role:belief-question | OV letters,digits,boolean
L00 H0 |    -1.38    +5.53    +0.58 |    -0.51    +2.20    +2.35
L00 H1 |    +5.03    +3.63    +5.85 |    +1.11    +3.46    -1.20
L00 H2 |    +5.74    -3.95    +7.03 |    -1.52    +1.28    -1.45
L00 H3 |   +11.19    +8.34   +16.64 |    -0.77    +2.77    -0.47
L01 H0 |    +1.40    -2.12    +1.91 |    +1.03    +0.48    +1.43
L01 H1 |    -6.86    -1.78    -4.09 |    +0.13    +2.71    +1.42
L01 H2 |    -1.67    +9.57    -2.22 |    +0.54    -2.48    -1.39
L01 H3 |    -0.36    +3.74    +2.16 |    +2.09    -1.24    +2.15
L02 H0 |    +1.99    +0.88    -1.87 |    -1.69    -1.40    -0.32
L02 H1 |    -0.66    -0.75    -0.02 |    +1.21    +0.88    -1.38
L02 H2 |    +0.89    +0.91    -1.93 |    +1.50    -1.71    -1.20
L02 H3 |    +2.38    +5.20    +0.68 |    -0.61    -1.30    +0.52
L03 H0 |    +0.98    -1.41    -1.43 |    +2.03    +1.65    -0.84
L03 H1 |    +0.55    -0.48    -0.49 |    +1.08    -2.82    -1.09
L03 H2 |    -0.04    +1.16    -1.34 |    -1.24    -0.85    +0.34
L03 H3 |    +0.79    +3.76    +0.02 |    -0.57    -0.81    -0.78
L04 H0 |    -0.80    +0.09    -0.48 |    -0.02    +0.53    -0.75
L04 H1 |    +0.87    +2.06    -0.16 |    +1.61    -0.01    -0.15
L04 H2 |    -0.87    -0.33    +0.97 |    +1.15    +0.86    +0.46
L04 H3 |    +0.33    +0.02    -0.60 |    -0.20    +0.20    +0.28
L05 H0 |    +2.62    +3.03    +1.64 |    +0.77    +1.79    +0.21
L05 H1 |    -0.10    -2.23    -1.35 |    +1.60    +1.31    +0.98
L05 H2 |    -0.01    +0.61    -0.17 |    +1.60    +0.67    -0.00
L05 H3 |    +2.41    +2.38    +1.63 |    +0.97    +0.91    +2.05
L06 H0 |    +2.84    +2.85    +2.80 |    +1.17    -0.87    -0.19
L06 H1 |    +0.00    +0.48    -1.55 |    +1.68    -0.53    -0.12
L06 H2 |    -1.16    -0.01    -0.56 |    +1.71    -1.17    -0.93
L06 H3 |    +2.66    +1.20    +1.39 |    +1.18    -1.13    +0.05
L07 H0 |    +1.21    +0.66    +1.17 |    -0.25    +1.19    -0.26
L07 H1 |    +0.79    -1.03    -0.29 |    +0.88    -0.30    +0.51
L07 H2 |    +0.93    -0.46    +0.24 |    +0.63    +0.76    +1.07
L07 H3 |    +1.09    +0.07    -0.38 |    +0.36    +1.03    +0.63
L08 H0 |    -1.08    -2.55    +0.37 |    -2.04    -1.16    -0.09
L08 H1 |    +1.61    +0.77    +0.12 |    -0.27    -0.99    -1.57
L08 H2 |    +3.57    -1.25    +1.12 |    +0.10    -0.46    -1.58
L08 H3 |    -0.12    -1.15    +1.16 |    +1.53    -1.83    +0.58
L09 H0 |    +2.24    -0.83    +0.23 |    -0.74    +0.16    +3.07
L09 H1 |    -0.52    -0.65    -0.88 |    -1.08    +0.71    +0.32
L09 H2 |    -1.42    -0.45    -0.99 |    -1.45    -0.23    +0.39
L09 H3 |    +1.48    +1.98    +0.46 |    -0.34    +1.96    +1.11
L10 H0 |    -0.91    +0.33    +0.65 |    +0.07    -0.57    +0.52
L10 H1 |    -1.29    -1.97    +0.34 |    +0.08    +0.37    -0.73
L10 H2 |    -0.82    -0.89    +0.40 |    +0.83    -1.08    -1.12
L10 H3 |    -0.82    -0.18    -0.91 |    +1.17    +0.50    -0.24
L11 H0 |    -0.82    -0.40    -0.59 |    +0.67    +0.49    +0.77
L11 H1 |    -0.78    -0.72    +0.45 |    +1.22    +2.59    -0.92
L11 H2 |    +0.77    +1.80    +1.40 |    -0.55    +2.35    -0.36
L11 H3 |    +0.26    +0.98    +0.41 |    -0.17    -1.76    -0.68
L12 H0 |    -0.22    -0.07    +0.37 |    +0.87    +0.68    -1.10
L12 H1 |    -0.05    -0.25    +1.40 |    -0.42    +0.15    -0.53
L12 H2 |    +0.53    -1.69    +0.62 |    +0.96    +0.32    +0.42
L12 H3 |    -1.71    -2.03    -1.23 |    -1.42    +1.58    -1.53
L13 H0 |    +0.98    +1.03    +1.40 |    +0.10    +0.04    -0.06
L13 H1 |    +1.01    -0.60    +2.13 |    -0.74    +0.39    +0.12
L13 H2 |    +1.37    +0.07    +0.06 |    -1.46    -0.03    -1.80
L13 H3 |    +0.95    +3.53    +0.22 |    -1.69    -3.07    -1.69
L14 H0 |    -1.80    -0.59    -3.08 |    +1.06    -1.66    -0.01
L14 H1 |    +0.27    +1.01    +0.97 |    -0.83    -0.49    +1.30
L14 H2 |    -0.06    +1.07    -0.39 |    +1.61    +1.27    +0.57
L14 H3 |    -1.08    +0.01    +0.39 |    -1.31    -0.68    -0.36
L15 H0 |    +1.13    +2.32    -0.25 |    +0.09    +0.59    +1.76
L15 H1 |    +1.13    +1.83    +1.21 |    -1.73    -2.32    -0.09
L15 H2 |    +1.80    +3.34    +0.94 |    +0.00    -1.51    +1.88
L15 H3 |    -0.21    +1.52    -0.19 |    +0.47    -0.92    +1.12
L16 H0 |    -0.94    -0.56    -1.36 |    +1.14    +0.57    +0.13
L16 H1 |    +0.49    +0.51    -0.27 |    -0.47    +1.17    -1.89
L16 H2 |    -0.68    -1.20    -1.11 |    -1.44    +0.06    -1.78
L16 H3 |    +2.07    +2.32    -0.26 |    +0.71    +7.30    -1.48
L17 H0 |    -2.07    +0.56    -0.48 |    +1.99    -1.86    +2.22
L17 H1 |    +1.75    +2.31    +0.81 |    -0.92    -2.03    -0.88
L17 H2 |    -1.45    +1.02    -0.72 |    +3.97    +3.94    +2.02
L17 H3 |    -2.00    -0.29    +0.94 |    -1.44    -1.64    +0.42

UNGATED MLP SIGN-NULL STANDARDIZED CHANGES
Columns: agree<-belief/question, agree<-belief/fact, correct<-belief/question
L00:     -2.58     -2.29     +2.88
L01:     -1.23     +0.13     +1.17
L02:     +2.44     +2.31     +0.26
L03:     +0.94     +1.36     +1.98
L04:     -0.54     -2.93     +0.61
L05:     -0.92     -3.30     -1.56
L06:     -0.36     -1.72     -1.30
L07:     +0.70     -1.08     +0.46
L08:     -0.36     -2.69     -1.48
L09:     -0.96     -0.71     -1.44
L10:     -0.96     -1.67     +0.03
L11:     -0.10     -0.96     +0.48
L12:     +1.51     -0.30     +0.80
L13:     -0.75     -0.94     -1.07
L14:     +1.13     +0.06     -1.57
L15:     -1.17     +0.72     -1.93
L16:     -0.52     -0.69     -2.09
L17:     -1.25     +3.00     -4.16

PREVIOUS CANDIDATES: WHICH WEIGHT FACTOR CONTRIBUTES?
L00 H3 QK belief/question: query-part/SD=+9.43, shared-key-part/SD=+1.76
  OV letters: output-part/SD=-1.02, shared-value-part/SD=+0.25
  OV digits: output-part/SD=+1.28, shared-value-part/SD=+1.49
  OV boolean: output-part/SD=-0.12, shared-value-part/SD=-0.34
L01 H1 QK belief/question: query-part/SD=-5.11, shared-key-part/SD=-1.75
  OV letters: output-part/SD=-0.63, shared-value-part/SD=+0.75
  OV digits: output-part/SD=+0.99, shared-value-part/SD=+1.72
  OV boolean: output-part/SD=+2.15, shared-value-part/SD=-0.73
L05 H0 QK belief/question: query-part/SD=+2.59, shared-key-part/SD=+0.02
  OV letters: output-part/SD=+0.28, shared-value-part/SD=+0.49
  OV digits: output-part/SD=+0.39, shared-value-part/SD=+1.41
  OV boolean: output-part/SD=-0.41, shared-value-part/SD=+0.62
L06 H0 QK belief/question: query-part/SD=+1.06, shared-key-part/SD=+1.79
  OV letters: output-part/SD=+1.05, shared-value-part/SD=+0.12
  OV digits: output-part/SD=-0.52, shared-value-part/SD=-0.35
  OV boolean: output-part/SD=+0.25, shared-value-part/SD=-0.44
L06 H3 QK belief/question: query-part/SD=+0.90, shared-key-part/SD=+1.76
  OV letters: output-part/SD=+1.30, shared-value-part/SD=-0.12
  OV digits: output-part/SD=-1.06, shared-value-part/SD=-0.08
  OV boolean: output-part/SD=+0.17, shared-value-part/SD=-0.12
L16 H3 QK belief/question: query-part/SD=+0.76, shared-key-part/SD=+1.31
  OV letters: output-part/SD=+0.24, shared-value-part/SD=+0.47
  OV digits: output-part/SD=+6.32, shared-value-part/SD=+0.98
  OV boolean: output-part/SD=-1.12, shared-value-part/SD=-0.36
L17 H2 QK belief/question: query-part/SD=-1.05, shared-key-part/SD=-0.40
  OV letters: output-part/SD=+3.56, shared-value-part/SD=+0.41
  OV digits: output-part/SD=+3.93, shared-value-part/SD=+0.01
  OV boolean: output-part/SD=+2.29, shared-value-part/SD=-0.27
L17 H3 QK belief/question: query-part/SD=-1.94, shared-key-part/SD=-0.05
  OV letters: output-part/SD=+0.08, shared-value-part/SD=-1.51
  OV digits: output-part/SD=-1.83, shared-value-part/SD=+0.19
  OV boolean: output-part/SD=+0.69, shared-value-part/SD=-0.27

CAUTION: folded diagonal-factor changes and shared K/V parameters introduce
dependencies absent from the independent-entry sign control.
No model, modified model, gate, activation function, or attention distribution was run.

```