OUTPUT of run 3 of at most 60:
```
=== MLP COMPOSED-COEFFICIENT DIFFERENCES ===
RSS aggregates individual unit coefficients, not the full summed MLP function.
layer | raw_RSS scaled_RSS raw_relative scaled_relative | top1/top10/top32 energy shares | top32 coherence effective_rank
 0 |    0.24126      53.753  0.0127287  0.0174869 | 0.04496 0.12144 0.18656 |   1.00105   10.978
 1 |    0.20687      1996.4   0.018313   0.027129 | 0.00426 0.03034 0.08000 |   0.99894   30.906
 2 |    0.21068      2199.3  0.0156413   0.018961 | 0.04043 0.07059 0.11893 |   1.01977    7.658
 3 |    0.20176      6035.1  0.0174585  0.0230631 | 0.01250 0.05647 0.12120 |   1.01689   25.492
 4 |    0.19454      1631.3  0.0199228  0.0211876 | 0.02681 0.11424 0.20132 |   1.00405   20.623
 5 |     0.2313      1586.4  0.0134523  0.0136001 | 0.04391 0.07885 0.13379 |   1.01016    8.114
 6 |    0.20045      711.64  0.0171744   0.008495 | 0.05822 0.13213 0.18944 |   1.00908    8.045
 7 |    0.20058       564.4  0.0158896 0.00847262 | 0.01662 0.06342 0.12310 |   1.00896   20.995
 8 |    0.18571      493.94  0.0188784  0.0189617 | 0.02076 0.08497 0.15744 |   1.00643   20.725
 9 |    0.20805      276.31  0.0153577   0.015101 | 0.00654 0.04058 0.09677 |   0.99226   29.171
10 |    0.19707      890.64  0.0189792  0.0192712 | 0.07929 0.19760 0.26843 |   1.09154    7.654
11 |    0.21175      2994.8   0.014703  0.0135075 | 0.00865 0.05360 0.11898 |   1.01521   27.088
12 |    0.22561      1787.9  0.0151219  0.0141123 | 0.00875 0.04030 0.09080 |   1.02545   26.744
13 |     0.2089        1531   0.019062  0.0176812 | 0.01827 0.05390 0.10412 |   0.99719   18.164
14 |    0.20584      1500.5  0.0208263  0.0200276 | 0.02596 0.05279 0.09310 |   1.00834   10.427
15 |    0.21664      1015.8  0.0187251   0.018216 | 0.00836 0.03322 0.06534 |   1.00188   21.067
16 |    0.21821      1120.8  0.0174958  0.0170804 | 0.01723 0.04895 0.07906 |   1.01848   12.602
17 |    0.19772      1210.8  0.0182898  0.0182857 | 0.00831 0.04653 0.09184 |   1.10196   24.194

Coherence = ||sum of selected coefficient changes||^2 / sum ||individual changes||^2.
It is 1 for mutually orthogonal changes; higher/lower indicates net reinforcement/cancellation.
Effective rank describes their Gram matrix, not a behavioral circuit.

=== TOP 30 UNITS BY GAIN-WEIGHTED COEFFICIENT DIFFERENCE ===
layer unit | scaled_delta scaled_relative raw_delta raw_relative | raw/scaled ranks within layer | layer energy share
 3 1414 |      674.78  0.0142717   0.004718  0.0291702 |  676/1    | 0.012501
 3  226 |      515.93  0.0362694  0.0072231  0.0166735 |   50/2    | 0.007308
 3  986 |      449.64  0.0378009  0.0064146  0.0153657 |  127/3    | 0.005551
 2 1831 |      442.21  0.0685625   0.013157  0.0227336 |    1/1    | 0.040429
 3   82 |      436.77  0.0366792   0.010887  0.0220842 |    1/4    | 0.005238
 3 1671 |       431.1  0.0278053  0.0040574  0.0233327 | 1137/5    | 0.005102
 3   95 |      408.44  0.0264327  0.0057154  0.0176116 |  268/6    | 0.004580
 3 1635 |      397.67 0.00598514   0.009045  0.0208263 |    7/7    | 0.004342
 3 1558 |      382.65  0.0394768  0.0036058  0.0229949 | 1407/8    | 0.004020
 3 1474 |      381.25  0.0331559  0.0087357   0.016084 |   11/9    | 0.003991
 3  114 |      373.78  0.0330886    0.00473  0.0212073 |  670/10   | 0.003836
 3 1928 |      370.88  0.0147432  0.0083145  0.0140667 |   19/11   | 0.003776
 3 1036 |      367.16  0.0481702  0.0058332  0.0195434 |  236/12   | 0.003701
 3 1687 |      364.79  0.0564972   0.006742  0.0230122 |   86/13   | 0.003654
 3 1555 |      358.97  0.0231516  0.0083954  0.0180652 |   17/14   | 0.003538
 3  556 |      351.89   0.034752  0.0058031  0.0149647 |  246/15   | 0.003400
 3  693 |      348.73  0.0330925   0.008546  0.0183336 |   14/16   | 0.003339
 3   59 |      343.21  0.0311051  0.0054031  0.0173222 |  380/17   | 0.003234
 3  298 |      338.57  0.0348669  0.0070583  0.0176109 |   58/18   | 0.003147
 3  223 |       335.9   0.052477    0.00419  0.0149253 | 1054/19   | 0.003098
 3  146 |      332.44  0.0108031  0.0095894  0.0165172 |    3/20   | 0.003034
 5  584 |      332.42 0.00654713  0.0073381  0.0199716 |  140/1    | 0.043908
 3  211 |      326.46  0.0394819  0.0069103   0.019415 |   70/21   | 0.002926
 3 2019 |      322.43  0.0205457   0.005841  0.0147737 |  235/22   | 0.002854
 3  149 |      318.57  0.0462773  0.0066261  0.0159591 |   99/23   | 0.002786
 3  303 |      318.39  0.0251506  0.0032675  0.0277713 | 1565/24   | 0.002783
 3  241 |      304.23  0.0498865  0.0055788  0.0153959 |  323/25   | 0.002541
 3 1175 |      300.86  0.0700248  0.0045745  0.0177956 |  771/26   | 0.002485
 3 1972 |      300.03  0.0302205  0.0059737  0.0133159 |  208/27   | 0.002471
 3 1381 |      298.31  0.0336534  0.0059518  0.0167619 |  213/28   | 0.002443

=== TOP 20 UNITS WITHOUT NORM GAINS ===
layer= 6 unit=1824 raw_delta=0.0364806 raw_relative=0.0278121 scaled_rank_in_layer=2
layer= 0 unit=1130 raw_delta=0.0359487 raw_relative=0.00634843 scaled_rank_in_layer=1
layer= 7 unit=1455 raw_delta=0.031191 raw_relative=0.0244211 scaled_rank_in_layer=1
layer= 6 unit=1122 raw_delta=0.0189592 raw_relative=0.0175619 scaled_rank_in_layer=1
layer= 9 unit= 237 raw_delta=0.0186949 raw_relative=0.0152216 scaled_rank_in_layer=106
layer=10 unit=1564 raw_delta=0.0184086 raw_relative=0.0152778 scaled_rank_in_layer=2
layer= 8 unit= 456 raw_delta=0.0182355 raw_relative=0.0125626 scaled_rank_in_layer=40
layer= 8 unit=1406 raw_delta=0.0180236 raw_relative=0.0200151 scaled_rank_in_layer=65
layer= 0 unit=1856 raw_delta=0.017683 raw_relative=0.0131951 scaled_rank_in_layer=3
layer= 4 unit= 563 raw_delta=0.0173197 raw_relative=0.0135621 scaled_rank_in_layer=83
layer= 0 unit=1159 raw_delta=0.0161493 raw_relative=0.00893266 scaled_rank_in_layer=23
layer= 0 unit= 878 raw_delta=0.0154992 raw_relative=0.00948403 scaled_rank_in_layer=4
layer= 7 unit= 825 raw_delta=0.015139 raw_relative=0.0131758 scaled_rank_in_layer=9
layer=10 unit=1301 raw_delta=0.0151256 raw_relative=0.0168091 scaled_rank_in_layer=67
layer= 9 unit= 448 raw_delta=0.0147579 raw_relative=0.0162391 scaled_rank_in_layer=1
layer= 7 unit=1214 raw_delta=0.0147453 raw_relative=0.00798586 scaled_rank_in_layer=31
layer=17 unit=1217 raw_delta=0.0146199 raw_relative=0.0286225 scaled_rank_in_layer=57
layer= 6 unit=1429 raw_delta=0.0143537 raw_relative=0.0133158 scaled_rank_in_layer=360
layer=12 unit= 715 raw_delta=0.0143297 raw_relative=0.0156776 scaled_rank_in_layer=341
layer= 6 unit= 314 raw_delta=0.0143291 raw_relative=0.0166798 scaled_rank_in_layer=3

=== TOP 8 GAIN-WEIGHTED UNITS IN EACH LAYER ===
0 [1130, 1405, 1856, 878, 73, 1352, 338, 1744]
1 [239, 835, 1355, 930, 1486, 248, 585, 1014]
2 [1831, 154, 925, 700, 918, 900, 988, 1710]
3 [1414, 226, 986, 82, 1671, 95, 1635, 1558]
4 [1044, 1527, 1353, 280, 84, 1830, 1400, 1715]
5 [584, 1759, 919, 1675, 725, 387, 501, 58]
6 [1122, 1824, 314, 606, 932, 492, 1946, 311]
7 [1455, 1057, 1032, 1300, 307, 656, 1364, 1700]
8 [188, 1558, 487, 1394, 522, 254, 1819, 92]
9 [448, 1782, 808, 1472, 2043, 1436, 385, 111]
10 [1363, 1564, 1529, 900, 1106, 1869, 1003, 1230]
11 [1815, 716, 1576, 1892, 494, 1975, 615, 575]
12 [1528, 1520, 259, 2027, 22, 244, 1167, 6]
13 [16, 1575, 1517, 369, 1915, 67, 713, 1292]
14 [641, 685, 663, 1529, 914, 1260, 392, 851]
15 [1369, 1226, 651, 1940, 2037, 1666, 1409, 1671]
16 [893, 730, 1591, 287, 1439, 324, 238, 1446]
17 [1916, 1312, 1026, 1180, 60, 1650, 578, 1637]

Limitations:
- Symmetrized coefficient tensors do not determine the nonlinear GELU-gated function.
- Pre/post RMS denominators, unit usage, residual context, and downstream decoding are absent.
- These measurements cannot assign truth-related or user-belief-related meanings.
- Only weights, diagonal scalings, outer-product identities and Gram matrices were used.

```