OUTPUT of run 11 of at most 60:
```
IDENTITY CATEGORIES
ABCD [['A', 'B', 'C', 'D'], ['a', 'b', 'c', 'd'], [' A', ' B', ' C', ' D'], [' a', ' b', ' c', ' d']]
EFGH [['E', 'F', 'G', 'H'], ['e', 'f', 'g', 'h'], [' E', ' F', ' G', ' H'], [' e', ' f', ' g', ' h']]
digits [['0', '1', '2', '3', '4', '5', '6', '7', '8', '9']]
boolean [['yes', 'no'], ['Yes', 'No'], ['true', 'false'], ['True', 'False'], [' yes', ' no'], [' Yes', ' No'], [' true', ' false'], [' True', ' False']]
punctuation [['.', ',', '?', '!', ';', ':', '(', ')'], [' .', ' ,', ' ?', ' !', ' ;', ' :', ' (', ' )']]

ALL-LAYER UNGATED IDENTITY CONNECTIONS
Each category: 1e4*(B-A) / entry-sign-null standardized change.
Neither is a model prediction or a gate-weighted effect.
Columns: ['ABCD', 'EFGH', 'digits', 'boolean', 'punctuation']
L00:  +0.0304/ +0.33  +0.1150/ +1.39  +0.0642/ +0.84  +0.0178/ +0.23  -0.1300/ -1.12
L01:  +0.1161/ +1.26  -0.0143/ -0.16  +0.1535/ +1.75  -0.0430/ -0.36  +0.0847/ +0.65
L02:  +0.1498/ +2.69  -0.1427/ -2.38  +0.1588/ +3.31  +0.1017/ +1.76  -0.0514/ -0.81
L03:  +0.0082/ +0.13  -0.0993/ -1.37  +0.0271/ +0.50  -0.0081/ -0.15  +0.1248/ +2.30
L04:  +0.0021/ +0.07  +0.0423/ +1.38  -0.0142/ -0.55  +0.0199/ +0.73  -0.0189/ -0.60
L05:  +0.0054/ +0.28  -0.0358/ -1.77  -0.0367/ -1.93  -0.0197/ -1.00  +0.0910/ +4.05
L06:  -0.0065/ -0.30  +0.0715/ +3.14  -0.0324/ -1.38  +0.0187/ +0.79  +0.0222/ +0.85
L07:  -0.0172/ -0.88  +0.0350/ +1.72  -0.0814/ -3.72  +0.0269/ +1.23  -0.0024/ -0.10
L08:  +0.0386/ +1.25  +0.0409/ +1.27  -0.0644/ -1.70  +0.0183/ +0.52  -0.0587/ -1.47
L09:  +0.0036/ +0.12  -0.0407/ -1.45  +0.0298/ +0.81  -0.0150/ -0.46  -0.0061/ -0.17
L10:  +0.0169/ +0.43  -0.0226/ -0.61  -0.0061/ -0.10  +0.0176/ +0.39  -0.0166/ -0.34
L11:  -0.0070/ -0.24  -0.0003/ -0.01  +0.1171/ +2.89  +0.0155/ +0.59  +0.0018/ +0.06
L12:  +0.0076/ +0.21  +0.0679/ +1.76  +0.0421/ +0.98  -0.0112/ -0.39  -0.0306/ -1.02
L13:  -0.0177/ -0.38  +0.0341/ +0.71  +0.1073/ +1.95  +0.1100/ +2.82  -0.0097/ -0.25
L14:  +0.0552/ +1.10  +0.0003/ +0.00  +0.1106/ +1.82  -0.0632/ -1.42  -0.0516/ -1.16
L15:  +0.0133/ +0.31  +0.0288/ +0.66  -0.0999/ -1.91  +0.0694/ +1.78  -0.0273/ -0.72
L16:  +0.0434/ +1.05  -0.0563/ -1.35  -0.1451/ -2.88  +0.0493/ +1.33  +0.1093/ +3.16
L17:  +0.0855/ +1.96  -0.0491/ -1.15  +0.4087/ +7.06  -0.1353/ -2.82  +0.1158/ +2.57

CANDIDATE UNIT CONNECTIONS
Ranking: absolute contribution to the ungated identity-product difference,
with at most two selected units per layer. Not causal importance.
L00 unit 1708 [ABCD]: 1e6*A=-27.8847, 1e6*B=-29.1446, 1e6*delta=-1.2600
  down-change part=-1.0548; up-change part=-0.2052; mean gate/up weight cosine=-0.0780
L00 unit 1515 [ABCD]: 1e6*A=-15.5618, 1e6*B=-16.7585, 1e6*delta=-1.1967
  down-change part=-0.8447; up-change part=-0.3520; mean gate/up weight cosine=-0.0542
L17 unit 2044 [ABCD]: 1e6*A=-9.0817, 1e6*B=-7.9075, 1e6*delta=+1.1742
  down-change part=+1.1401; up-change part=+0.0341; mean gate/up weight cosine=-0.1909
L01 unit 1539 [ABCD]: 1e6*A=+9.2539, 1e6*B=+8.1673, 1e6*delta=-1.0866
  down-change part=-1.0526; up-change part=-0.0340; mean gate/up weight cosine=-0.0665
L17 unit 538 [ABCD]: 1e6*A=+9.1177, 1e6*B=+8.2192, 1e6*delta=-0.8985
  down-change part=-0.9014; up-change part=+0.0029; mean gate/up weight cosine=-0.4605
L16 unit 587 [digits]: 1e6*A=-1.9051, 1e6*B=-5.5114, 1e6*delta=-3.6063
  down-change part=-3.6130; up-change part=+0.0067; mean gate/up weight cosine=-0.0567
L16 unit 1943 [digits]: 1e6*A=-13.9754, 1e6*B=-11.0757, 1e6*delta=+2.8997
  down-change part=+3.0042; up-change part=-0.1045; mean gate/up weight cosine=-0.1482
L15 unit 1803 [digits]: 1e6*A=+12.5396, 1e6*B=+10.2918, 1e6*delta=-2.2478
  down-change part=-2.2538; up-change part=+0.0060; mean gate/up weight cosine=-0.1044

SEPARATE UNIT WEIGHT DIRECTIONS

L00 unit 1708
gate read +: [("' risked'", 0.0731), ("'tral'", 0.0691), ("'ubation'", 0.0672), ("'leneck'", 0.0668)] -: [("' erste'", -0.1841), ("'zeuge'", -0.1829), ("' mismo'", -0.1817), ("' poth'", -0.1798)]
up read +: [("'isticated'", 0.1281), ("' Jij'", 0.1276), ("' involution'", 0.1203), ("' dilation'", 0.1179)] -: [("' DFA'", -0.151), ("' Annotated'", -0.1391), ("'mael'", -0.1329), ("' audacity'", -0.1312)]
mean down write +: [("'is'", 0.1029), ("'as'", 0.0841), ("'ic'", 0.0837), ("'es'", 0.083)] -: [("' WARRANTIES'", -0.0825), ("' DefaultTargets'", -0.0777), ("'parametrize'", -0.0753), ("'presentableId'", -0.0734)]
B-A down write +: [("'a'", 0.0672), ("'fice'", 0.0538), ("'iunea'", 0.0522), ("'cual'", 0.0514)] -: [("'TreeWidgetItem'", -0.1215), ("'IODevice'", -0.1158), ("'Duck'", -0.1149), ("' Detta'", -0.1077)]

L00 unit 1515
gate read +: [("' too'", 0.1473), ("'too'", 0.1387), ("'Too'", 0.1357), ("' Too'", 0.1319)] -: [("'rivate'", -0.1384), ("' jums'", -0.1381), ("'asket'", -0.1347), ("'ethoscope'", -0.1345)]
up read +: [("'pathname'", 0.1548), ("' booklets'", 0.1523), ("' fixe'", 0.1503), ("' confidentiality'", 0.1405)] -: [("' bourse'", -0.1191), ("'ancer'", -0.1091), ("'tic'", -0.1071), ("' crust'", -0.105)]
mean down write +: [("'ilberger'", 0.1071), ("'ALTERNATIVNAMEN'", 0.0895), ("'obstacles'", 0.0894), ("' suis'", 0.0893)] -: [("'s'", -0.1664), ("'t'", -0.13), ("'n'", -0.1142), ("'tive'", -0.1056)]
B-A down write +: [("'iert'", 0.0883), ("'iers'", 0.0871), ("'den'", 0.081), ("'country'", 0.0744)] -: [("'ibernate'", -0.0414), ("'buildCommand'", -0.041), ("'smarty'", -0.0405), ("'URLException'", -0.04)]

L17 unit 2044
gate read +: [("' prequel'", 0.1348), ("'Literatura'", 0.1278), ("' Manuscript'", 0.1273), ("' bract'", 0.1267)] -: [("' Modena'", -0.1646), ("' tsh'", -0.1514), ("' fundamentals'", -0.1505), ("' overhead'", -0.1475)]
up read +: [("' Receipt'", 0.1075), ("' ophthal'", 0.1074), ("'ewell'", 0.1059), ("' uved'", 0.1049)] -: [("' besie'", -0.1919), ("'kampf'", -0.1761), ("'fighting'", -0.173), ("' mobilizing'", -0.1721)]
mean down write +: [("'abling'", 0.0355), ("'akey'", 0.0348), ("'Addresses'", 0.0326), ("' addressed'", 0.032)] -: [("'eted'", -0.0136), ("'erk'", -0.0131), ("'Pdf'", -0.0122), ("' lich'", -0.012)]
B-A down write +: [("' in'", 0.045), ("' the'", 0.0433), ("' to'", 0.0427), ("' and'", 0.0379)] -: [("'dcsset'", -0.0938), ("' coveredmethods'", -0.0911), ("' threx'", -0.091), ("'PTMR'", -0.0907)]

L01 unit 1539
gate read +: [("'atri'", 0.1603), ("' warden'", 0.1577), ("'Continent'", 0.1563), ("' nonresident'", 0.1518)] -: [("'ofs'", -0.1327), ("'azem'", -0.1287), ("' neke'", -0.1201), ("'ospin'", -0.1172)]
up read +: [("' horizontally'", 0.1492), ("' Rfe'", 0.1447), ("' Indeed'", 0.1403), ("' occurs'", 0.1396)] -: [("' mandi'", -0.1498), ("' dziecko'", -0.1353), ("'anen'", -0.1348), ("'bruk'", -0.1346)]
mean down write +: [("' er'", 0.0401), ("' at'", 0.035), ("' po'", 0.034), ("' se'", 0.0319)] -: [("'obranch'", -0.0663), ("'adjoint'", -0.0616), ("'bolinks'", -0.0594), ("' metavar'", -0.0589)]
B-A down write +: [("'ndim'", 0.0896), ("'herokuapp'", 0.0752), ("'uenza'", 0.0734), ("' centrifuged'", 0.0732)] -: [("'istic'", -0.0584), ("' measures'", -0.0533), ("'IntVar'", -0.051), ("' closes'", -0.0505)]

L17 unit 538
gate read +: [("' prisoner'", 0.2141), ("'prison'", 0.2042), ("' Prisoners'", 0.2002), ("' inmate'", 0.1988)] -: [("' strongest'", -0.1586), ("' stronger'", -0.1483), ("' amateur'", -0.1344), ("' compet'", -0.1314)]
up read +: [("'alarm'", 0.1504), ("'nite'", 0.145), ("'BF'", 0.1387), ("' Bowl'", 0.1299)] -: [("' inmate'", -0.2169), ("' inmates'", -0.1963), ("' prisoner'", -0.1763), ("' llev'", -0.1754)]
mean down write +: [("' prisoners'", 0.04), ("' detainees'", 0.0373), ("' Jail'", 0.0369), ("' Prisons'", 0.0366)] -: [("'orf'", -0.021), ("'asti'", -0.0162), ("'ttt'", -0.0161), ("' incarnations'", -0.0159)]
B-A down write +: [("' in'", 0.0746), ("' a'", 0.0713), ("' to'", 0.0684), ("' and'", 0.0647)] -: [("' threx'", -0.1424), ("' llrp'", -0.1334), ("'Aslamualaikum'", -0.1327), ("' coveredmethods'", -0.1322)]

L16 unit 587
gate read +: [("' Appalach'", 0.1698), ("'ripciones'", 0.1682), ("' fiesta'", 0.1593), ("' stesso'", 0.1585)] -: [("' organised'", -0.139), ("' specialising'", -0.1341), ("' harbour'", -0.1324), ("'centred'", -0.1281)]
up read +: [("'7'", 0.2729), ("'8'", 0.2636), ("'9'", 0.2578), ("'4'", 0.2505)] -: [("'ofil'", -0.1262), ("'gae'", -0.1172), ("'Denote'", -0.1162), ("' campa'", -0.1137)]
mean down write +: [("' harte'", 0.0312), ("'iliar'", 0.0298), ("'venus'", 0.0291), ("' boucle'", 0.029)] -: [("'usel'", -0.0179), ("'Kyr'", -0.0153), ("'onha'", -0.0153), ("'utu'", -0.0152)]
B-A down write +: [("'1'", 0.0283), ("' first'", 0.0247), ("' in'", 0.0243), ("' and'", 0.0234)] -: [("'QAry'", -0.061), ("' Fq'", -0.0585), ("'SDLCheck'", -0.0582), ("'DebuggingMode'", -0.0581)]

L16 unit 1943
gate read +: [("'jala'", 0.1395), ("' Archipelago'", 0.1246), ("'kunde'", 0.1201), ("'resolvers'", 0.1184)] -: [("'autom'", -0.1576), ("' drove'", -0.1502), ("' Driving'", -0.1485), ("'Driving'", -0.1475)]
up read +: [("' acl'", 0.1511), ("'cipline'", 0.1461), ("' whips'", 0.1459), ("'rekli'", 0.1445)] -: [("'8'", -0.1787), ("'7'", -0.1701), ("'9'", -0.168), ("'6'", -0.1651)]
mean down write +: [("' Moines'", 0.0222), ("'iences'", 0.0222), ("'elen'", 0.0203), ("'ela'", 0.0182)] -: [("'Aby'", -0.0265), ("' relativo'", -0.0244), ("'atthe'", -0.0243), ("' nedir'", -0.0242)]
B-A down write +: [("'2'", 0.0289), ("' dvije'", 0.0289), ("'S'", 0.0265), ("'two'", 0.0264)] -: [("'rinsim'", -0.0366), ("' useAppContext'", -0.0361), ("'azeera'", -0.0345), ("' ViewGroup'", -0.0335)]

L15 unit 1803
gate read +: [("' productService'", 0.1588), ("' trustworthy'", 0.1428), ("' plentiful'", 0.141), ("'ynos'", 0.1397)] -: [("' siedz'", -0.167), ("' paura'", -0.146), ("'California'", -0.1457), ("'ettre'", -0.1433)]
up read +: [("'packed'", 0.1384), ("'ested'", 0.1319), ("'Tarefa'", 0.1288), ("'Packed'", 0.1277)] -: [("'ahas'", -0.1623), ("'Wnd'", -0.1617), ("'ctus'", -0.1567), ("' incidental'", -0.1539)]
mean down write +: [("'ionic'", 0.0244), ("'iya'", 0.0241), ("'ania'", 0.0235), ("'ektion'", 0.0218)] -: [("'mec'", -0.0216), ("'patched'", -0.021), ("' McMaster'", -0.0204), ("' zoeken'", -0.0204)]
B-A down write +: [("' zes'", 0.0347), ("' railings'", 0.0346), ("' neun'", 0.0337), ("'VELOP'", 0.0322)] -: [("'eous'", -0.017), ("'owanych'", -0.0167), ("'chod'", -0.0157), ("'unjuk'", -0.0154)]

```