OUTPUT of run 9 of at most 20:
```
=== LOCAL QUERY/KEY PARAMETER-MAP CHANGES ===
C(offset) = Q^T R(offset) K, with learned norm diagonals included.
All norm parameter vectors have unit RMS; hidden-state RMS denominators are omitted.
Offsets 0 and -16 are fixed geometric probes, not a processed token sequence.
deltaC = deltaQ^T R K_mean + Q_mean^T R deltaK exactly.
q_share is ||query-term||/(||query-term||+||key-term||), not causal attribution.
L10 H2 local_relQ=0.00856773 local_relK=0.00744607
 offset=0 relC=0.00979837 q_share=0.512 q/k_cos=+0.066 energy1=0.222 energy5=0.498
 offset=-16 relC=0.00979591 q_share=0.521 q/k_cos=+0.070 energy1=0.233 energy5=0.522
 changed query-read direction + [' aturan', ' behandling', ' procedimento', ' noreferrer'] - [' morte', ' wheelchair', ' playable', ' waste']
 changed key-read direction   + [' frase', ' centimeters', ' pebble', ' sete'] - [' lucrat', ' surfact', ' lucrative', ' resellers']
L11 H2 local_relQ=0.0192067 local_relK=0.00996776
 offset=0 relC=0.0179315 q_share=0.494 q/k_cos=+0.027 energy1=0.184 energy5=0.625
 offset=-16 relC=0.0183495 q_share=0.500 q/k_cos=+0.027 energy1=0.195 energy5=0.636
 changed query-read direction + [' mow', ' repay', ' breakfast', ' rice'] - [' taxonom', ' taxonomy', ' flaps', ' rollback']
 changed key-read direction   + [' shrimps', ' prawns', ' circumstellar', ' reckons'] - [' sieben', ' zehn', ' sechs', ' dieci']
L9 H2 local_relQ=0.00764424 local_relK=0.00714764
 offset=0 relC=0.0180927 q_share=0.476 q/k_cos=+0.053 energy1=0.150 energy5=0.461
 offset=-16 relC=0.0165493 q_share=0.464 q/k_cos=+0.031 energy1=0.142 energy5=0.475
 changed query-read direction + [' yarn', ' pedidos', ' setempat', ' suav'] - [' six', ' angered', ' eight', ' explode']
 changed key-read direction   + [' filas', ' exacta', ' tables', ' panjang'] - [' distinguishes', ' reinforces', ' craftsmanship', ' replen']
L12 H1 local_relQ=0.0186318 local_relK=0.00979197
 offset=0 relC=0.0214379 q_share=0.589 q/k_cos=-0.001 energy1=0.281 energy5=0.663
 offset=-16 relC=0.022595 q_share=0.591 q/k_cos=+0.005 energy1=0.260 energy5=0.650
 changed query-read direction + [' milites', ' ceg', ' penguins', ' photovolta'] - [' approfond', ' kezd', ' consolidate', ' tief']
 changed key-read direction   + [' accomod', ' defray', ' reagents', ' coffers'] - [' zehn', ' sieben', ' dez', ' falsa']
L12 H2 local_relQ=0.021572 local_relK=0.00979197
 offset=0 relC=0.031579 q_share=0.669 q/k_cos=+0.001 energy1=0.401 energy5=0.720
 offset=-16 relC=0.0342627 q_share=0.684 q/k_cos=+0.019 energy1=0.480 energy5=0.762
 changed query-read direction + [' frisk', ' servitude', ' legalization', ' effluents'] - [' amigos', ' kolejne', ' camadas', ' semanas']
 changed key-read direction   + [' sieben', ' sechs', ' zehn', ' quatre'] - [' teritor', ' coffers', ' tenements', ' mascara']
L9 H0 local_relQ=0.00879337 local_relK=0.00714764
 offset=0 relC=0.0180326 q_share=0.485 q/k_cos=+0.067 energy1=0.149 energy5=0.464
 offset=-16 relC=0.0171003 q_share=0.486 q/k_cos=+0.067 energy1=0.190 energy5=0.485
 changed query-read direction + [' cvec', ' escuchar', ' dibangun', ' filly'] - [' six', ' nine', ' five', ' three']
 changed key-read direction   + [' qualify', ' langit', ' expediente', ' ngayon'] - [' removal', ' secretion', ' removed', ' calming']
L10 H0 local_relQ=0.00894677 local_relK=0.00744607
 offset=0 relC=0.0206401 q_share=0.533 q/k_cos=+0.074 energy1=0.206 energy5=0.543
 offset=-16 relC=0.0184313 q_share=0.525 q/k_cos=+0.073 energy1=0.210 energy5=0.553
 changed query-read direction + [' mockup', ' brev', ' tejido', ' emissivity'] - [' morte', ' sevent', ' six', ' four']
 changed key-read direction   + [' estrateg', ' vati', ' moyennes', ' recomend'] - [' innocence', ' possession', ' remorse', ' the']
L5 H3 local_relQ=0.011337 local_relK=0.00302465
 offset=0 relC=0.0238685 q_share=0.715 q/k_cos=+0.102 energy1=0.188 energy5=0.535
 offset=-16 relC=0.0237323 q_share=0.726 q/k_cos=+0.105 energy1=0.198 energy5=0.543
 changed query-read direction + [' fhall', ' grano', ' tentacles', ' cuc'] - [' woman', ' minimum', ' rer', ' unsafe']
 changed key-read direction   + [' gemstones', ' crocodile', ' genie', ' crocodiles'] - [' ach', ' thru', ' silenc', ' sha']
L5 H1 local_relQ=0.0173048 local_relK=0.00302465
 offset=0 relC=0.0175698 q_share=0.804 q/k_cos=+0.078 energy1=0.270 energy5=0.668
 offset=-16 relC=0.0174657 q_share=0.807 q/k_cos=+0.072 energy1=0.277 energy5=0.667
 changed query-read direction + [' ico', ' cuc', ' bisc', ' rjf'] - [' thym', ' handheld', ' yang', ' magnesium']
 changed key-read direction   + [' duckys', ' amyg', ' dragonfly', ' interst'] - [' simulator', ' vanilla', ' simulators', ' lyn']
L6 H2 local_relQ=0.00767295 local_relK=0.00980825
 offset=0 relC=0.0221729 q_share=0.483 q/k_cos=+0.051 energy1=0.166 energy5=0.462
 offset=-16 relC=0.0187462 q_share=0.473 q/k_cos=+0.023 energy1=0.172 energy5=0.484
 changed query-read direction + [' cafeteria', ' hierro', ' gravida', ' comedor'] - [' biolog', ' reset', ' onboarding', ' timings']
 changed key-read direction   + [' eight', ' twelve', ' cysteine', ' comput'] - [' verso', ' wedi', ' bite', ' variar']
L0 H0 local_relQ=0.00756281 local_relK=0.00681562
 offset=0 relC=0.011163 q_share=0.511 q/k_cos=+0.050 energy1=0.235 energy5=0.594
 offset=-16 relC=0.0103006 q_share=0.549 q/k_cos=+0.047 energy1=0.263 energy5=0.532
 changed query-read direction + [' atribut', ' essi', ' prenda', ' pojed'] - [' japan', ' europe', ' mexico', ' germany']
 changed key-read direction   + [' masjid', ' japan', ' europ', ' mangrove'] - [' either', ' the', ' for', ' not']
L0 H1 local_relQ=0.00819238 local_relK=0.00681562
 offset=0 relC=0.0101156 q_share=0.521 q/k_cos=+0.073 energy1=0.297 energy5=0.540
 offset=-16 relC=0.00948614 q_share=0.516 q/k_cos=+0.049 energy1=0.248 energy5=0.525
 changed query-read direction + [' laptop', ' euro', ' beach', ' urban'] - [' efectuar', ' sufrimiento', ' expresar', ' grabando']
 changed key-read direction   + [' efectuar', ' grabando', ' tentativo', ' posteriores'] - [' dragon', ' vietnam', ' japan', ' korea']
L0 H2 local_relQ=0.00641916 local_relK=0.00681562
 offset=0 relC=0.00753752 q_share=0.501 q/k_cos=+0.037 energy1=0.186 energy5=0.471
 offset=-16 relC=0.00681924 q_share=0.508 q/k_cos=+0.028 energy1=0.158 energy5=0.443
 changed query-read direction + [' odkazy', ' edilir', ' provare', ' aumentada'] - [' vier', ' paul', ' austral', ' brit']
 changed key-read direction   + [' chipset', ' jacuzzi', ' chorizo', ' firefox'] - [' what', ' are', ' and', ' the']
L0 H3 local_relQ=0.00687808 local_relK=0.00681562
 offset=0 relC=0.0113313 q_share=0.492 q/k_cos=+0.092 energy1=0.219 energy5=0.527
 offset=-16 relC=0.010646 q_share=0.528 q/k_cos=+0.050 energy1=0.150 energy5=0.479
 changed query-read direction + [' ivvu', ' gstlal', ' wwwpond', ' kehnd'] - [' continent', ' global', ' international', ' countries']
 changed key-read direction   + [' grungy', ' grotes', ' mottled', ' pedicure'] - [' what', ' capital', ' answers', ' answer']

=== MLP CHANGED-OUTPUT ALIGNMENT WITH LOCAL Q/K CHANGE SUBSPACES ===
Capture uses top-three left and right deltaC directions separately.
Isotropic reference for each 3D subspace: 3/640 = 0.004687
It is not an activation-weighted or intervention-based effect.
L00 query_capture=0.000212 key_capture=0.000371 top_units=[1753, 1936, 1618, 1852]
L01 query_capture=0.000145 key_capture=0.000207 top_units=[1158, 306, 827, 1265]
L02 query_capture=0.000179 key_capture=0.000237 top_units=[1167, 1706, 331, 1252]
L03 query_capture=0.000180 key_capture=0.000211 top_units=[1636, 989, 385, 1516]
L04 query_capture=0.000077 key_capture=0.000096 top_units=[1387, 1194, 924, 912]
L05 query_capture=0.000159 key_capture=0.000175 top_units=[389, 1181, 454, 1104]
L06 query_capture=0.000286 key_capture=0.000275 top_units=[1018, 887, 916, 1011]
L07 query_capture=0.000519 key_capture=0.000388 top_units=[391, 256, 1839, 258]
L08 query_capture=0.000568 key_capture=0.000575 top_units=[327, 500, 707, 1325]
L09 query_capture=0.000620 key_capture=0.000688 top_units=[469, 1371, 879, 1415]
L10 query_capture=0.000419 key_capture=0.000547 top_units=[1789, 1103, 539, 955]
L11 query_capture=0.000227 key_capture=0.000452 top_units=[1456, 4, 1323, 424]

No hidden states, model attention scores, or model outputs were computed.

```