OUTPUT of run 2 of at most 60:
```
LEARNED NORM SCALES
Entries: RMS scale A / RMS scale B / relative scale difference.
No hidden-state RMS denominators are computed.
L00 in=14.55/14.55/0  attn_out=2.396/2.396/1.21e-05  mlp_in=6.132/6.132/0  mlp_out=6.865/6.865/2.52e-05  q=2.119/2.119/2.65e-05  k=2.146/2.146/3.63e-05
L01 in=26.73/26.73/0  attn_out=9.365/9.365/8.41e-06  mlp_in=31.32/31.32/0  mlp_out=9.372/9.372/1.4e-05  q=2.994/2.994/0  k=2.898/2.898/0
L02 in=32.79/32.79/0  attn_out=5.446/5.446/2.13e-05  mlp_in=25.16/25.16/0  mlp_out=14.16/14.16/3.54e-06  q=1.871/1.871/2.82e-05  k=2.747/2.747/1.48e-05
L03 in=30.06/30.06/6.42e-07  attn_out=12.53/12.53/4.55e-06  mlp_in=32.24/32.24/6.69e-07  mlp_out=35.57/35.57/2.47e-06  q=1.658/1.658/5.44e-05  k=1.963/1.963/4.41e-05
L04 in=50.3/50.3/1.33e-06  attn_out=13.17/13.17/3.67e-06  mlp_in=17.01/17.01/2.9e-06  mlp_out=28.05/28.05/1.61e-06  q=1.915/1.915/5.59e-05  k=2.933/2.933/3.13e-05
L05 in=17.93/17.93/3.41e-06  attn_out=28.76/28.76/5.37e-07  mlp_in=15.18/15.18/3.93e-06  mlp_out=34.17/34.17/0  q=2.32/2.32/4.05e-05  k=3.987/3.987/0
L06 in=27.4/27.4/1.18e-06  attn_out=19.14/19.14/1.61e-06  mlp_in=9.845/9.845/5.49e-06  mlp_out=35.87/35.87/0  q=1.579/1.579/5.96e-05  k=2.204/2.204/5.1e-05
L07 in=25.96/25.96/1.53e-06  attn_out=21.14/21.14/0  mlp_in=9.025/9.025/6.15e-06  mlp_out=33.88/33.88/0  q=2/2/5.33e-05  k=2.49/2.49/2.85e-05
L08 in=26.1/26.1/1.33e-06  attn_out=30.62/30.62/6.91e-07  mlp_in=8.426/8.426/9.59e-06  mlp_out=37.79/37.79/7.22e-07  q=2.021/2.021/4.95e-05  k=2.437/2.437/3.03e-05
L09 in=22.48/22.48/1.64e-06  attn_out=32.78/32.78/1.54e-06  mlp_in=5.509/5.509/1.47e-05  mlp_out=43.1/43.1/0  q=2.054/2.054/4.7e-05  k=2.47/2.47/4.48e-05
L10 in=25.5/25.5/0  attn_out=57.61/57.61/3.77e-07  mlp_in=7.305/7.305/9.71e-06  mlp_out=74.78/74.78/0  q=1.82/1.82/8.91e-05  k=3.702/3.702/2.51e-05
L11 in=9.733/9.733/7.03e-06  attn_out=185.2/185.2/0  mlp_in=9.469/9.469/3.6e-06  mlp_out=147.5/147.5/0  q=1.859/1.859/3.19e-05  k=4.787/4.787/1.52e-05
L12 in=31.13/31.13/9.32e-07  attn_out=201.8/201.8/0  mlp_in=6.029/6.029/1.23e-05  mlp_out=207.1/207.1/0  q=2.003/2.003/2.13e-05  k=2.767/2.767/2.48e-05
L13 in=21.36/21.36/5e-06  attn_out=166.2/166.2/0  mlp_in=5.767/5.767/1.84e-05  mlp_out=215.1/215.1/0  q=1.851/1.851/3.65e-05  k=2.381/2.381/2.8e-05
L14 in=30.13/30.13/3.43e-06  attn_out=188.8/188.8/0  mlp_in=5.388/5.388/2.68e-05  mlp_out=246.6/246.6/0  q=2.249/2.249/2.13e-05  k=3.204/3.204/1.2e-05
L15 in=38.58/38.58/0  attn_out=246.2/246.2/0  mlp_in=3.995/3.995/2.1e-05  mlp_out=292.5/292.5/0  q=2.569/2.569/4.56e-05  k=2.53/2.53/3.7e-05
L16 in=39.69/39.69/0  attn_out=163.4/163.4/0  mlp_in=3.89/3.89/2.44e-05  mlp_out=340.3/340.3/0  q=2.262/2.262/3.51e-05  k=2.534/2.534/3.85e-05
L17 in=23.13/23.13/0  attn_out=157.2/157.2/1.53e-08  mlp_in=4.204/4.204/2.35e-05  mlp_out=376.5/376.5/0  q=2.538/2.538/4.15e-05  k=3.059/3.059/2.03e-05

DIAGONAL-SCALED ATTENTION PRODUCTS
OV: omits attention routing and state-dependent RMS denominators.
QK: also omits position-dependent rotations; equal-position numerator only.
These are NOT complete effective attention operators.

Largest 8 by ov_rel (algebraic ranking only):
L04 H1 OV_rel=0.0264703 OV_abs=73.18 QK_rel=0.0201837 QK_abs=775.468
L00 H1 OV_rel=0.0248683 OV_abs=4.20184 QK_rel=0.0101154 QK_abs=122.799
L04 H2 OV_rel=0.0235072 OV_abs=103.779 QK_rel=0.0154491 QK_abs=749.578
L04 H0 OV_rel=0.0230845 OV_abs=87.0089 QK_rel=0.0134204 QK_abs=775.522
L11 H1 OV_rel=0.0215124 OV_abs=241.61 QK_rel=0.0417151 QK_abs=49.0323
L03 H3 OV_rel=0.0213732 OV_abs=40.2123 QK_rel=0.00634789 QK_abs=380.281
L15 H2 OV_rel=0.0201153 OV_abs=1460.55 QK_rel=0.0202354 QK_abs=589.097
L02 H3 OV_rel=0.0200968 OV_abs=21.4079 QK_rel=0.0137472 QK_abs=488.333

Largest 8 by qk_rel (algebraic ranking only):
L11 H0 OV_rel=0.0119909 OV_abs=247.522 QK_rel=0.04682 QK_abs=37.9782
L11 H1 OV_rel=0.0215124 OV_abs=241.61 QK_rel=0.0417151 QK_abs=49.0323
L12 H2 OV_rel=0.0093546 OV_abs=1127.23 QK_rel=0.0315751 QK_abs=393.253
L10 H1 OV_rel=0.0118348 OV_abs=206.669 QK_rel=0.0309925 QK_abs=295.631
L12 H3 OV_rel=0.0123624 OV_abs=909.442 QK_rel=0.0274083 QK_abs=363.679
L11 H3 OV_rel=0.00836039 OV_abs=390.973 QK_rel=0.0260726 QK_abs=32.4221
L12 H0 OV_rel=0.013917 OV_abs=857.656 QK_rel=0.0259568 QK_abs=329.207
L17 H1 OV_rel=0.0149495 OV_abs=510.542 QK_rel=0.0251923 QK_abs=420.477

MLP READ/WRITE DYAD DIFFERENCES
Layer totals sum squared unit-dyad differences, NOT output differences.
They omit gate activation, state-dependent denominators, and unit cancellation.
L00 dyad_abs=14.0967 dyad_rel=0.0224667 gate_rel=0.00629911 top10_share=6.071% top100_share=28.983% decomposition_error=9.03e-11
L01 dyad_abs=94.0835 dyad_rel=0.0281865 gate_rel=0.00644999 top10_share=3.720% top100_share=21.403% decomposition_error=1.39e-11
L02 dyad_abs=107.738 dyad_rel=0.0165876 gate_rel=0.00642422 top10_share=3.535% top100_share=18.014% decomposition_error=2.04e-11
L03 dyad_abs=309.344 dyad_rel=0.0218045 gate_rel=0.00762881 top10_share=3.700% top100_share=20.868% decomposition_error=8.68e-11
L04 dyad_abs=157.769 dyad_rel=0.0298586 gate_rel=0.00623337 top10_share=5.317% top100_share=26.416% decomposition_error=1.28e-10
L05 dyad_abs=157.98 dyad_rel=0.0145086 gate_rel=0.00641452 top10_share=5.020% top100_share=21.966% decomposition_error=4.79e-11
L06 dyad_abs=94.5528 dyad_rel=0.0140095 gate_rel=0.00651208 top10_share=4.011% top100_share=22.203% decomposition_error=2.67e-10
L07 dyad_abs=89.5281 dyad_rel=0.0127868 gate_rel=0.00627011 top10_share=3.066% top100_share=18.816% decomposition_error=4.72e-10
L08 dyad_abs=81.7857 dyad_rel=0.016236 gate_rel=0.00632185 top10_share=3.825% top100_share=19.344% decomposition_error=3.15e-10
L09 dyad_abs=68.8326 dyad_rel=0.0129728 gate_rel=0.0062957 top10_share=1.954% top100_share=11.909% decomposition_error=8.78e-12
L10 dyad_abs=149.618 dyad_rel=0.017401 gate_rel=0.00620572 top10_share=1.897% top100_share=12.291% decomposition_error=1e-11
L11 dyad_abs=389.859 dyad_rel=0.012084 gate_rel=0.00632419 top10_share=1.637% top100_share=11.583% decomposition_error=5.2e-11
L12 dyad_abs=385.2 dyad_rel=0.0124538 gate_rel=0.00632847 top10_share=1.800% top100_share=10.965% decomposition_error=1.1e-11
L13 dyad_abs=365.494 dyad_rel=0.0167242 gate_rel=0.00662172 top10_share=1.149% top100_share=8.805% decomposition_error=7.53e-12
L14 dyad_abs=403.04 dyad_rel=0.019007 gate_rel=0.00686581 top10_share=1.227% top100_share=9.107% decomposition_error=3.42e-12
L15 dyad_abs=366.874 dyad_rel=0.016763 gate_rel=0.00679086 top10_share=1.435% top100_share=9.678% decomposition_error=5.97e-11
L16 dyad_abs=410.557 dyad_rel=0.0154543 gate_rel=0.00685684 top10_share=1.508% top100_share=9.677% decomposition_error=6.66e-11
L17 dyad_abs=437.003 dyad_rel=0.0154128 gate_rel=0.00690956 top10_share=1.493% top100_share=10.747% decomposition_error=2.71e-11

Largest 10 MLP units by dyad_abs (NOT behavioural importance):
L16 U1591 dyad_abs=28.177 dyad_rel=0.00727157 gate_rel=0.00719866 gate_cos=0.999974220 write_term=8.52053 read_term=26.8642
L03 U1730 dyad_abs=24.9789 dyad_rel=0.0447856 gate_rel=0.0198182 gate_cos=0.999804254 write_term=24.8983 read_term=2.00216
L15 U1226 dyad_abs=19.9186 dyad_rel=0.00706731 gate_rel=0.00659533 gate_cos=0.999978984 write_term=7.8247 read_term=18.3171
L12 U0970 dyad_abs=19.7334 dyad_rel=0.0242137 gate_rel=0.0138821 gate_cos=0.999903715 write_term=3.70592 read_term=19.3758
L03 U0829 dyad_abs=19.1844 dyad_rel=0.0338594 gate_rel=0.0177727 gate_cos=0.999842084 write_term=19.0122 read_term=2.18316
L03 U2025 dyad_abs=18.8966 dyad_rel=0.0274828 gate_rel=0.00783576 gate_cos=0.999969336 write_term=18.4428 read_term=3.47115
L03 U0606 dyad_abs=18.8281 dyad_rel=0.0310331 gate_rel=0.0183395 gate_cos=0.999831863 write_term=18.6639 read_term=2.25951
L03 U0986 dyad_abs=18.7106 dyad_rel=0.0444263 gate_rel=0.00318727 gate_cos=0.999994941 write_term=18.6004 read_term=1.90674
L12 U0387 dyad_abs=18.5356 dyad_rel=0.0186253 gate_rel=0.0210207 gate_cos=0.999779753 write_term=3.22653 read_term=18.2521
L17 U0077 dyad_abs=18.4788 dyad_rel=0.00883214 gate_rel=0.00816935 gate_cos=0.999967870 write_term=16.5404 read_term=8.21818

Largest 10 MLP units by dyad_rel (NOT behavioural importance):
L04 U0341 dyad_abs=3.60303 dyad_rel=0.54161 gate_rel=0.00289966 gate_cos=0.999995807 write_term=3.60493 read_term=0.080339
L04 U1396 dyad_abs=3.60219 dyad_rel=0.318895 gate_rel=0.00311444 gate_cos=0.999995150 write_term=3.60113 read_term=0.091889
L04 U1737 dyad_abs=9.17931 dyad_rel=0.232093 gate_rel=0.00851599 gate_cos=0.999964546 write_term=9.15882 read_term=0.188833
L04 U0299 dyad_abs=2.00874 dyad_rel=0.21884 gate_rel=0.0046326 gate_cos=0.999989275 write_term=2.00745 read_term=0.096405
L04 U1163 dyad_abs=4.19127 dyad_rel=0.211733 gate_rel=0.00541599 gate_cos=0.999985385 write_term=4.18431 read_term=0.176721
L04 U2017 dyad_abs=4.46762 dyad_rel=0.208679 gate_rel=0.00447385 gate_cos=0.999989996 write_term=4.4601 read_term=0.147059
L04 U1782 dyad_abs=3.46572 dyad_rel=0.204688 gate_rel=0.00886219 gate_cos=0.999960827 write_term=3.46203 read_term=0.129139
L04 U0326 dyad_abs=5.32976 dyad_rel=0.200588 gate_rel=0.00852158 gate_cos=0.999963691 write_term=5.32557 read_term=0.211814
L04 U1338 dyad_abs=5.74268 dyad_rel=0.189351 gate_rel=0.00456699 gate_cos=0.999989577 write_term=5.73844 read_term=0.318238
L04 U0016 dyad_abs=6.05052 dyad_rel=0.185855 gate_rel=0.00900767 gate_cos=0.999959799 write_term=6.05215 read_term=0.204573

Largest 10 MLP units by gate_rel (NOT behavioural importance):
L11 U0826 dyad_abs=6.64794 dyad_rel=0.0160754 gate_rel=0.0374354 gate_cos=0.999316018 write_term=5.47514 read_term=3.7622
L10 U1226 dyad_abs=1.58305 dyad_rel=0.0195808 gate_rel=0.0324856 gate_cos=0.999490634 write_term=1.2782 read_term=0.938791
L04 U1991 dyad_abs=6.88977 dyad_rel=0.0125054 gate_rel=0.0313296 gate_cos=0.999511279 write_term=6.42326 read_term=2.72357
L05 U0903 dyad_abs=2.14258 dyad_rel=0.0152748 gate_rel=0.0294853 gate_cos=0.999578082 write_term=1.86242 read_term=1.05673
L05 U0444 dyad_abs=4.45207 dyad_rel=0.0107837 gate_rel=0.0286002 gate_cos=0.999592418 write_term=0.734206 read_term=4.3911
L10 U0778 dyad_abs=2.48096 dyad_rel=0.0196672 gate_rel=0.0285641 gate_cos=0.999603907 write_term=2.1573 read_term=1.20495
L05 U0345 dyad_abs=3.34104 dyad_rel=0.0110437 gate_rel=0.0273741 gate_cos=0.999625478 write_term=2.64339 read_term=2.03916
L03 U1642 dyad_abs=9.98735 dyad_rel=0.0148628 gate_rel=0.027072 gate_cos=0.999635049 write_term=9.76753 read_term=2.10319
L11 U1182 dyad_abs=7.38192 dyad_rel=0.014177 gate_rel=0.0267533 gate_cos=0.999654023 write_term=5.79525 read_term=4.56519
L03 U1504 dyad_abs=12.848 dyad_rel=0.015943 gate_rel=0.0267205 gate_cos=0.999643889 write_term=12.6191 read_term=2.31268

```