OUTPUT of run 9 of at most 60:
```
GATE/UP ALIGNMENT BY LAYER
Raw alignment avoids attributing alignment solely to learned diagonal gains.
Columns: layer | quantiles of |raw cosine| [.5,.9,.99,1] | counts |raw cosine|>=.5,.7,.9 | maximum |diagonal cosine|
L00 | [0.0452 0.1251 0.3121 0.8365] |    4    1    0 | 0.8461
L01 | [0.0383 0.1019 0.288  0.8178] |    5    1    0 | 0.9021
L02 | [0.0492 0.1411 0.3913 0.7856] |    9    2    0 | 0.8699
L03 | [0.065  0.2065 0.4871 0.7578] |   19    4    0 | 0.9005
L04 | [0.0833 0.251  0.6974 0.8074] |   55   19    0 | 0.6762
L05 | [0.0944 0.2079 0.4057 0.6694] |    5    0    0 | 0.5556
L06 | [0.0921 0.2187 0.4447 0.6562] |   10    0    0 | 0.6276
L07 | [0.09   0.2209 0.4643 0.728 ] |   16    2    0 | 0.8123
L08 | [0.1087 0.2474 0.4398 0.7672] |    9    1    0 | 0.7164
L09 | [0.084  0.2114 0.4025 0.6386] |    9    0    0 | 0.7789
L10 | [0.1022 0.2596 0.5061 0.7754] |   22    3    0 | 0.8363
L11 | [0.11   0.2707 0.4766 0.8373] |   18    5    0 | 0.8912
L12 | [0.0786 0.2363 0.5136 0.7489] |   24    3    0 | 0.8499
L13 | [0.0448 0.1823 0.4998 0.7356] |   21    3    0 | 0.8550
L14 | [0.0397 0.1845 0.4782 0.7232] |   17    1    0 | 0.7816
L15 | [0.0361 0.158  0.4286 0.7004] |   10    1    0 | 0.6994
L16 | [0.0335 0.1572 0.4881 0.6576] |   20    0    0 | 0.7864
L17 | [0.0417 0.2347 0.5195 0.8159] |   25    1    0 | 0.8740

STRONGEST ROBUST ALIGNMENTS
Residual fraction is relative up-row norm outside the gate-row direction.
L11 unit 1815: raw_cos=+0.8373, diagonal_cos=+0.8912, residual_fraction=0.4537
L00 unit 1130: raw_cos=+0.8365, diagonal_cos=+0.8461, residual_fraction=0.5330
L11 unit 1317: raw_cos=+0.8183, diagonal_cos=+0.8246, residual_fraction=0.5660
L01 unit 276: raw_cos=+0.8178, diagonal_cos=+0.9021, residual_fraction=0.4315
L02 unit 1831: raw_cos=-0.7856, diagonal_cos=-0.8699, residual_fraction=0.4933
L11 unit 1110: raw_cos=+0.7638, diagonal_cos=+0.8550, residual_fraction=0.5190
L03 unit 1223: raw_cos=+0.7578, diagonal_cos=+0.8038, residual_fraction=0.5951
L02 unit 246: raw_cos=-0.7514, diagonal_cos=-0.8395, residual_fraction=0.5439
L12 unit 1333: raw_cos=+0.7489, diagonal_cos=+0.8405, residual_fraction=0.5419
L03 unit 1163: raw_cos=-0.7403, diagonal_cos=-0.7667, residual_fraction=0.6433
L13 unit 1292: raw_cos=+0.7356, diagonal_cos=+0.8550, residual_fraction=0.5189
L03 unit 1230: raw_cos=-0.7350, diagonal_cos=-0.8768, residual_fraction=0.4813

CANDIDATE CHANGES AMONG ALIGNED UNITS
These retain an uncontrolled residual term; no activation signs are inferred.
Number retained before final selection: 154
L03 unit 582: score=0.02523, raw_cos=-0.7530, diagonal_cos A/B=-0.7343/-0.7327, residual A/B=0.6788/0.6805
  alpha A/B=-0.85537/-0.85411; gate-row A/B cosine=0.9999144; visible change/baseline=0.06382/1.53830
L02 unit 1831: score=0.02467, raw_cos=-0.7856, diagonal_cos A/B=-0.8699/-0.8699, residual A/B=0.4933/0.4931
  alpha A/B=-0.31561/-0.31539; gate-row A/B cosine=0.9999968; visible change/baseline=0.01525/0.36931
L03 unit 1163: score=0.02230, raw_cos=-0.7403, diagonal_cos A/B=-0.7656/-0.7679, residual A/B=0.6433/0.6406
  alpha A/B=-1.09956/-1.10319; gate-row A/B cosine=0.9999164; visible change/baseline=0.07897/2.30403
L17 unit 338: score=0.01801, raw_cos=-0.5677, diagonal_cos A/B=-0.5324/-0.5372, residual A/B=0.8465/0.8435
  alpha A/B=-0.17562/-0.17717; gate-row A/B cosine=0.9999910; visible change/baseline=0.28160/3.05411
L04 unit 1947: score=0.01776, raw_cos=+0.5627, diagonal_cos A/B=+0.6283/+0.6284, residual A/B=0.7780/0.7779
  alpha A/B=+1.20725/+1.20658; gate-row A/B cosine=0.9999730; visible change/baseline=0.03501/0.93892
L07 unit 664: score=0.01632, raw_cos=-0.7221, diagonal_cos A/B=-0.7524/-0.7514, residual A/B=0.6587/0.6598
  alpha A/B=-1.64564/-1.64261; gate-row A/B cosine=0.9999521; visible change/baseline=0.10872/4.44926
L17 unit 1945: score=0.01555, raw_cos=-0.6152, diagonal_cos A/B=-0.5963/-0.5987, residual A/B=0.8028/0.8010
  alpha A/B=-0.43937/-0.43892; gate-row A/B cosine=0.9999755; visible change/baseline=0.34269/7.86476
L04 unit 122: score=0.01381, raw_cos=+0.5588, diagonal_cos A/B=+0.6499/+0.6499, residual A/B=0.7600/0.7600
  alpha A/B=+0.35343/+0.35350; gate-row A/B cosine=0.9999911; visible change/baseline=0.00956/0.21641

WEIGHT-DIRECTION NEIGHBORHOODS

L03 unit 582
gate row +: [("'usters'", 0.145), ("'swering'", 0.1398), ("'uster'", 0.1317), ("' times'", 0.1296), ("' ici'", 0.128)]
gate row -: [("' syl'", -0.1514), ("' WOULD'", -0.1505), ("' ARRAY'", -0.1358), ("'Phase'", -0.1351), ("' betyd'", -0.1347)]
mean aligned writing direction +: [("'led'", 0.0451), ("'ethn'", 0.0438), ("'mete'", 0.0433), ("'RIA'", 0.0425), ("'yet'", 0.0424)]
mean aligned writing direction -: [("'ellidos'", -0.0638), ("' natomiast'", -0.0614), ("' gdy'", -0.061), ("' pierwszym'", -0.0578), ("'ujeme'", -0.0575)]
B-A aligned writing direction +: [("'leyebilirsiniz'", 0.0215), ("'Do'", 0.02), ("'Le'", 0.0198), ("'le'", 0.0195), ("'bit'", 0.0194)]
B-A aligned writing direction -: [("' seti'", -0.041), ("'naeus'", -0.04), ("'eyse'", -0.0396), ("'SelfPermission'", -0.0393), ("'DOCKED'", -0.0393)]

L02 unit 1831
gate row +: [("' Orioles'", 0.1205), ("' an'", 0.1204), ("'An'", 0.1178), ("' Anur'", 0.115), ("' Arran'", 0.1125)]
gate row -: [("'phy'", -0.1301), ("' Pard'", -0.1246), ("'wei'", -0.1227), ("'pw'", -0.1224), ("' PL'", -0.1209)]
mean aligned writing direction +: [("'brigen'", 0.0297), ("'attered'", 0.0257), ("'zyloxy'", 0.0241), ("'dni'", 0.0238), ("'ierzchn'", 0.0234)]
mean aligned writing direction -: [("'LEncoder'", -0.0462), ("'opold'", -0.0425), ("'emic'", -0.0417), ("' repre'", -0.0416), ("' NON'", -0.0416)]
B-A aligned writing direction +: [("'setPrototypeOf'", 0.025), ("'requireNonNull'", 0.0243), ("' bhfuil'", 0.0235), ("'arette'", 0.0225), ("'pern'", 0.021)]
B-A aligned writing direction -: [("'cimientos'", -0.0217), ("'nlm'", -0.021), ("'ellido'", -0.0209), ("'ycyj'", -0.0206), ("' razie'", -0.0205)]

L03 unit 1163
gate row +: [("' altres'", 0.1361), ("' vigueur'", 0.1335), ("'atoires'", 0.1331), ("' narcot'", 0.1236), ("' melibatkan'", 0.1226)]
gate row -: [("' Perry'", -0.1515), ("'princ'", -0.1477), ("'Perry'", -0.1455), ("' Lillian'", -0.1445), ("' Priscilla'", -0.1444)]
mean aligned writing direction +: [("'You'", 0.0164), ("' You'", 0.0152), ("'On'", 0.0147), ("'ilesh'", 0.014), ("'Besides'", 0.0133)]
mean aligned writing direction -: [("' individually'", -0.0115), ("' assessed'", -0.0114), ("'edes'", -0.0113), ("' indoors'", -0.0112), ("'determining'", -0.0111)]
B-A aligned writing direction +: [("'File'", 0.0233), ("' File'", 0.0198), ("'defineProperty'", 0.0197), ("'ac'", 0.0192), ("' flux'", 0.0184)]
B-A aligned writing direction -: [("'urada'", -0.0254), ("'urado'", -0.0237), ("'urados'", -0.0235), ("'nington'", -0.023), ("'tenance'", -0.0223)]

L17 unit 338
gate row +: [("' six'", 0.0934), ("' seven'", 0.0913), ("' three'", 0.0906), ("' five'", 0.0904), ("' four'", 0.0898)]
gate row -: [("'fwlink'", -0.1849), ("'Autoresizing'", -0.1783), ("' automakers'", -0.1744), ("'emont'", -0.1743), ("' myWeb'", -0.1732)]
mean aligned writing direction +: [("'ManagerPortal'", 0.0193), ("'PlayerDataCache'", 0.0193), ("'isal'", 0.0192), ("' givenChar'", 0.0192), ("' toolPath'", 0.0191)]
mean aligned writing direction -: [("' thirty'", 0.001), ("' twenty'", 0.0011), ("' fifteen'", 0.0014), ("' Twenty'", 0.0015), ("' nineteen'", 0.0016)]
B-A aligned writing direction +: [("' threx'", 0.0785), ("'setKeepCallback'", 0.0775), ("'mataspid'", 0.0773), ("'Aslamualaikum'", 0.0771), ("' Ehnergii'", 0.077)]
B-A aligned writing direction -: [("' In'", -0.0335), ("' un'", -0.0327), ("' in'", -0.0323), ("' de'", -0.0292), ("'un'", -0.0264)]

L04 unit 1947
gate row +: [("'aloo'", 0.1234), ("' Gram'", 0.118), ("'Bol'", 0.1153), ("' East'", 0.1085), ("'atorias'", 0.1083)]
gate row -: [("' Baer'", -0.1466), ("'cene'", -0.1326), ("'CIR'", -0.1313), ("' Cren'", -0.1312), ("'kez'", -0.1269)]
mean aligned writing direction +: [("' obstru'", 0.0372), ("'eggs'", 0.0361), ("'erevan'", 0.0346), ("'ygons'", 0.034), ("' createFile'", 0.0339)]
mean aligned writing direction -: [("' la'", -0.0291), ("' zu'", -0.0289), ("' ja'", -0.0272), ("' te'", -0.027), ("' de'", -0.0269)]
B-A aligned writing direction +: [("'tio'", 0.0136), ("'ringstream'", 0.0115), ("' aumentada'", 0.0114), ("'raum'", 0.0105), ("'pozn'", 0.0103)]
B-A aligned writing direction -: [("'abody'", -0.0303), ("'itriangular'", -0.0296), ("'ilberger'", -0.0292), ("' itd'", -0.0284), ("'ventud'", -0.0282)]

L07 unit 664
gate row +: [("'wych'", 0.1648), ("'RESH'", 0.1548), ("'UTTON'", 0.1515), ("' AUTHORITY'", 0.1477), ("'zony'", 0.1417)]
gate row -: [("' Editor'", -0.1125), ("' narrative'", -0.1099), ("' slogan'", -0.1097), ("' tragic'", -0.1082), ("'Driver'", -0.1078)]
mean aligned writing direction +: [("'opus'", 0.0022), ("'adple'", 0.002), ("'uldig'", 0.0018), ("'unc'", 0.0017), ("' direccion'", 0.0017)]
mean aligned writing direction -: [("' Editor'", -0.004), ("' troubling'", -0.0036), ("' editor'", -0.0035), ("' hull'", -0.0035), ("'foo'", -0.0033)]
B-A aligned writing direction +: [("'URNIZOR'", 0.0452), ("'vadipine'", 0.0448), ("' yScale'", 0.0442), ("'aarrggbb'", 0.0438), ("'akkhanam'", 0.0421)]
B-A aligned writing direction -: [("'et'", -0.0315), ("'in'", -0.0308), ("'ed'", -0.0297), ("' In'", -0.0294), ("'an'", -0.0285)]

L17 unit 1945
gate row +: [("' and'", 0.0965), ("' to'", 0.0865), ("' both'", 0.0841), ("' ground'", 0.0824), ("' performance'", 0.0796)]
gate row -: [("' withered'", -0.2705), ("' Bloss'", -0.2564), ("' acumin'", -0.2435), ("' Ashe'", -0.2432), ("'BEC'", -0.2388)]
mean aligned writing direction +: [("'ifed'", 0.0188), ("'havam'", 0.0187), ("'oreet'", 0.0185), ("'rono'", 0.0185), ("'ledovatel'", 0.0179)]
mean aligned writing direction -: [("' interstitiis'", -0.0155), ("' socalled'", -0.0147), ("' wellknown'", -0.0127), ("' mujhe'", -0.0125), ("'isIn'", -0.0121)]
B-A aligned writing direction +: [("' black'", 0.0499), ("' South'", 0.0482), ("' North'", 0.046), ("' Black'", 0.0441), ("'black'", 0.0416)]
B-A aligned writing direction -: [("'okkal'", -0.0391), ("'ceres'", -0.0346), ("'rody'", -0.0344), ("'adeep'", -0.0329), ("'esini'", -0.0308)]

L04 unit 122
gate row +: [("' ASF'", 0.1348), ("'FAT'", 0.1338), ("' flavon'", 0.1282), ("' armazenamento'", 0.1265), ("' fB'", 0.1205)]
gate row -: [("'cine'", -0.1359), ("'quis'", -0.1249), ("' CSE'", -0.1207), ("'Kir'", -0.1196), ("'itis'", -0.1182)]
mean aligned writing direction +: [("' par'", 0.0202), ("' som'", 0.0198), ("' au'", 0.0177), ("' ist'", 0.0174), ("' mu'", 0.0173)]
mean aligned writing direction -: [("'beitet'", -0.0258), ("'arzys'", -0.0238), ("' basename'", -0.0237), ("'zyloxy'", -0.0236), ("'osphere'", -0.0234)]
B-A aligned writing direction +: [("'abulary'", 0.017), ("' Saves'", 0.0158), ("'OID'", 0.0158), ("' dago'", 0.0155), ("'cycline'", 0.0155)]
B-A aligned writing direction -: [("'overall'", -0.0159), ("' moderate'", -0.0159), ("' del'", -0.0153), ("'initial'", -0.015), ("'sur'", -0.0147)]

```