OUTPUT of run 8 of at most 20:
```
STATIC UNGATED MLP COPY-PATH DIAGNOSTIC
An MLP does NOT compute D U x: its gate is omitted here.
Positive delta means A has a stronger conditional identity-preserving path,
not that A actually activates that path.
Layer: raw family trace deltas; gained family trace deltas
0 raw [ 0.0001  0.0001 -0.     -0.0005] gained [ 0.0025 -0.0658  0.0312  0.1919]
1 raw [ 0.0001 -0.001   0.0004 -0.0003] gained [-1.0449 -0.8352 -0.7939  0.2786]
2 raw [-0.0001 -0.001   0.0001 -0.0002] gained [ 0.6569 -3.1541  0.3612  0.1236]
3 raw [ 0.0004  0.0003 -0.0002 -0.    ] gained [ 3.6659  2.6398 -2.8245  1.5978]
4 raw [ 0.0002 -0.0001  0.0002 -0.    ] gained [ 1.345  -0.3935  0.2867 -0.0572]
5 raw [0.0002 0.0001 0.0001 0.0005] gained [ 1.0327 -0.578   0.269   0.2196]
6 raw [-0.0001  0.0003 -0.0003  0.0004] gained [-0.5544  1.4993  0.7582  1.3045]
7 raw [-0.0002  0.0002 -0.0001  0.    ] gained [-0.5191  0.7292 -0.1249  0.2811]
8 raw [-0.0002  0.0002 -0.0002  0.0003] gained [ 0.2161  0.5985  0.1697 -0.1127]
9 raw [ 0.0001 -0.0001 -0.      0.0001] gained [-0.3622  0.1565  0.5697 -0.0405]
10 raw [ 0.0001 -0.     -0.0004  0.0001] gained [ 0.5058 -0.7915  0.3223  0.7261]
11 raw [-0.0002 -0.0003  0.0003 -0.0001] gained [-2.0348 -2.3584 -2.1063 -0.4243]
12 raw [-0.0004  0.     -0.0002  0.0006] gained [-1.2537  1.9869 -1.4115 -2.6647]
13 raw [ 0.      0.0008  0.0002 -0.0005] gained [-1.3634 11.2261 -3.649  -6.8725]
14 raw [ 0.0001 -0.0004 -0.      0.0005] gained [ 1.1521 -2.2464 -2.3526  5.1198]
15 raw [-0.0003 -0.0005 -0.0001 -0.0003] gained [-5.1185  1.8711 -1.4111 -3.3194]
16 raw [-0.     -0.     -0.0001  0.0004] gained [ 3.6946 -6.0869 -8.9345  3.67  ]
17 raw [0.0003 0.0015 0.0004 0.0001] gained [ 3.8982  9.9752  5.634  -0.6087]

Layer signed fractional conditional-copy changes
17 0.0008519 by_family [ 0.0007  0.0018  0.001  -0.0001]
6 0.000803 by_family [-0.0006  0.0017  0.0008  0.0013]
1 -0.000591 by_family [-0.001  -0.0008 -0.0008  0.0002]
15 -0.0004387 by_family [-0.0011  0.0004 -0.0003 -0.0007]
16 -0.0003664 by_family [ 0.0006 -0.001  -0.0017  0.0007]
3 0.000362 by_family [ 0.0009  0.0008 -0.0007  0.0004]
2 -0.0003504 by_family [ 0.0003 -0.002   0.0002  0.0001]
4 0.0003296 by_family [ 0.0016 -0.0006  0.0004 -0.0001]
11 -0.0002985 by_family [-0.0004 -0.0004 -0.0004 -0.0001]
8 0.0002895 by_family [ 0.0003  0.0008  0.0002 -0.0001]
13 -0.0001581 by_family [-0.0003  0.0022 -0.0009 -0.0016]
12 -0.0001498 by_family [-0.0002  0.0003 -0.0002 -0.0005]
0 0.0001247 by_family [ 0.     -0.0003  0.0001  0.0006]
10 0.0001183 by_family [ 0.0004 -0.0005  0.0002  0.0004]
5 0.0001144 by_family [ 0.0005 -0.0003  0.0001  0.0001]
14 9.48e-05 by_family [ 0.0003 -0.0005 -0.0006  0.0011]
7 9.27e-05 by_family [-0.0005  0.0007 -0.0001  0.0002]
9 7.55e-05 by_family [-0.0004  0.0002  0.0005 -0.    ]

TEN DIVERSE UNIT CANDIDATES BY THIS CONDITIONAL MAP PROXY
L17 unit1516: metric=+0.00017763 raw_deltas [-0.  0.  0. -0.] gained_deltas [0.1032 2.6347 0.8651 0.3683]
L17 unit1940: metric=-0.00017411 raw_deltas [-0.     -0.0002  0.     -0.    ] gained_deltas [-0.1172 -3.4615 -0.0624 -0.2391]
L16 unit1263: metric=-0.00006541 raw_deltas [-0. -0. -0.  0.] gained_deltas [ 0.1056 -1.4567 -0.1355 -0.0127]
L16 unit1125: metric=-0.00006214 raw_deltas [-0.     -0.0001  0.     -0.    ] gained_deltas [-0.0868 -1.2865 -0.027  -0.0384]
L14 unit54: metric=-0.00005691 raw_deltas [ 0. -0. -0. -0.] gained_deltas [ 0.0156 -1.0494 -0.039   0.001 ]
L15 unit994: metric=-0.00005169 raw_deltas [-0. -0. -0.  0.] gained_deltas [-0.2352 -0.6564 -0.0928 -0.0138]
L14 unit1215: metric=-0.00005044 raw_deltas [-0.  0.  0.  0.] gained_deltas [-0.2504 -0.6856  0.0078 -0.0006]
L10 unit660: metric=+0.00004906 raw_deltas [ 0.  0. -0. -0.] gained_deltas [0.0844 0.1755 0.036  0.0202]
L1 unit80: metric=+0.00004712 raw_deltas [0. 0. 0. 0.] gained_deltas [ 0.0902  0.1153 -0.0131  0.0091]
L15 unit1990: metric=-0.00004450 raw_deltas [ 0. -0. -0. -0.] gained_deltas [ 0.0377 -0.7416 -0.0516 -0.1133]

CANDIDATE UNIT WEIGHT-DIRECTION ALIGNMENTS
L17 unit1516
  gate input direction +: [('localVarPath', 0.258), (' MILK', 0.248), ('ufieurs', 0.231), ('LastGenOutput', 0.229)] -: [(' to', -0.326), (' and', -0.325), (' in', -0.32), (' the', -0.32)]
  up input direction +: [('DOMstrings', 0.212), (' Lehmann', 0.202), ('ScriptAssemblies', 0.2), ('FBSDKAppEvents', 0.196)] -: [(' It', -0.187), (' The', -0.183), ('It', -0.179), (' with', -0.179)]
  down output direction +: [(' PRIMARY', 0.146), (' REAL', 0.143), (' GREEN', 0.142), (' RIGHT', 0.137)] -: [(' aquifers', -0.094), ('setName', -0.091), (' forestry', -0.091), (' Hox', -0.09)]
L17 unit1940
  gate input direction +: [(' APPLICATIONS', 0.183), (' aplikacji', 0.181), (' requisitos', 0.179), ('ndan', 0.179)] -: [(' accu', -0.181), (' freed', -0.179), (' leaving', -0.178), (' luk', -0.172)]
  up input direction +: [('corners', 0.173), (' quatre', 0.169), ('eight', 0.164), (' strolling', 0.163)] -: [(' MUCH', -0.175), ('Attenuation', -0.169), ('aien', -0.166), ('otar', -0.165)]
  down output direction +: [(' ole', 0.139), ('aluronic', 0.136), ('otically', 0.135), (' stricter', 0.124)] -: [('avg', -0.138), (' DataLoader', -0.126), (' decays', -0.124), ('TreeClassifier', -0.123)]
L16 unit1263
  gate input direction +: [(' wastewater', 0.172), (' softball', 0.169), (' seafood', 0.167), (' impure', 0.162)] -: [(' incremento', -0.155), (' pleno', -0.152), ('zai', -0.151), ('hilt', -0.151)]
  up input direction +: [(' fortuit', 0.169), (' depress', 0.167), ('calculator', 0.154), (' hypnot', 0.153)] -: [('ships', -0.171), ('Cargo', -0.168), ('Mounted', -0.162), (' camadas', -0.161)]
  down output direction +: [(' Bent', 0.154), (' ETL', 0.149), (' cilantro', 0.14), ('Cargo', 0.14)] -: [(' buk', -0.154), (' Merr', -0.139), (' kame', -0.133), ('uad', -0.132)]
L16 unit1125
  gate input direction +: [(' kahit', 0.167), (' conformity', 0.156), ('entrySet', 0.152), (' exclusively', 0.152)] -: [('XT', -0.165), ('pg', -0.157), ('ven', -0.157), ('ube', -0.155)]
  up input direction +: [(' Up', 0.285), (' up', 0.262), ('Up', 0.256), (' UP', 0.247)] -: [('EMPL', -0.172), ('queta', -0.17), ('sufficient', -0.169), ('FAX', -0.162)]
  down output direction +: [(' Yog', 0.139), ('mold', 0.126), (' Qb', 0.125), ('Liberal', 0.125)] -: [(' up', -0.487), ('Up', -0.465), (' Up', -0.458), ('up', -0.427)]
L14 unit54
  gate input direction +: [(' distill', 0.179), (' Davey', 0.177), (' Munro', 0.156), (' Eliot', 0.156)] -: [(' masculino', -0.176), ('advantage', -0.166), (' overjoyed', -0.16), ('hello', -0.154)]
  up input direction +: [('Stewart', 0.175), (' Jekyll', 0.168), (' Bertram', 0.159), (' McIl', 0.158)] -: [(' Slab', -0.155), (' adelante', -0.155), (' opsi', -0.153), (' Streets', -0.143)]
  down output direction +: [('deme', 0.147), (' README', 0.145), (' ADE', 0.143), (' MMS', 0.14)] -: [(' steppe', -0.148), (' thorium', -0.145), (' plutonium', -0.137), ('voje', -0.137)]
L15 unit994
  gate input direction +: [(' dieting', 0.185), ('watt', 0.182), (' aide', 0.165), ('Bret', 0.155)] -: [('umption', -0.175), (' simplex', -0.168), ('opend', -0.164), (' privado', -0.158)]
  up input direction +: [(' milliard', 0.164), (' wager', 0.159), ('randomIndex', 0.157), (' recrut', 0.156)] -: [(' tunnels', -0.174), ('Zimbabwe', -0.16), ('issions', -0.16), (' inmate', -0.159)]
  down output direction +: [('ARROW', 0.16), ('Beyblade', 0.157), (' chromosphere', 0.155), ('ariski', 0.151)] -: [(' PAT', -0.154), ('eten', -0.15), (' Means', -0.15), (' meio', -0.148)]
L14 unit1215
  gate input direction +: [(' subconscious', 0.187), (' physiological', 0.175), (' adrenaline', 0.171), ('enumValues', 0.17)] -: [('fq', -0.165), ('Nc', -0.161), ('Cb', -0.155), (' Yath', -0.154)]
  up input direction +: [('mj', 0.181), (' felonies', 0.156), (' Genomics', 0.154), (' roul', 0.15)] -: [('WithType', -0.158), (' Season', -0.155), ('Zeit', -0.155), (' TIME', -0.154)]
  down output direction +: [(' as', 0.473), (' sebagai', 0.389), (' As', 0.364), ('As', 0.364)] -: [('Kya', -0.136), ('itzt', -0.136), ('aplan', -0.133), ('Attk', -0.132)]
L10 unit660
  gate input direction +: [('mixture', 0.162), ('ares', 0.159), ('ermo', 0.158), ('emote', 0.152)] -: [(' contraception', -0.179), (' mascara', -0.167), (' orthodont', -0.157), (' Autof', -0.155)]
  up input direction +: [(' Willoughby', 0.182), (' attacking', 0.172), (' Shields', 0.167), ('javab', 0.163)] -: [(' xinh', -0.163), (' isIn', -0.162), ('Meri', -0.16), (' hona', -0.154)]
  down output direction +: [(' audits', 0.156), ('cutter', 0.154), ('obaan', 0.147), (' scanner', 0.147)] -: [(' Dietary', -0.148), (' Cielo', -0.148), ('Stability', -0.144), ('nH', -0.143)]
L1 unit80
  gate input direction +: [(' Epidemiology', 0.163), (' Denial', 0.159), (' Estimation', 0.144), (' Delegation', 0.144)] -: [(' jed', -0.168), ('jih', -0.165), ('ibration', -0.155), (' jewels', -0.153)]
  up input direction +: [(' consequ', 0.161), ('ochond', 0.16), ('orna', 0.146), (' axb', 0.146)] -: [('Merged', -0.18), (' blinded', -0.155), (' Serbia', -0.15), ('ermont', -0.147)]
  down output direction +: [(' grantResults', 0.114), ('pdbonly', 0.111), (' tabPage', 0.109), ('UTONIUM', 0.108)] -: [(' est', -0.116), (' an', -0.113), (' Py', -0.112), (' re', -0.112)]
L15 unit1990
  gate input direction +: [('currentSprite', 0.162), (' sociaux', 0.159), (' connaissances', 0.157), (' sobbing', 0.153)] -: [('hedge', -0.176), ('Tests', -0.159), ('Special', -0.155), ('Sunday', -0.155)]
  up input direction +: [(' dossiers', 0.173), (' systematics', 0.17), ('ampaikan', 0.169), (' contabil', 0.169)] -: [(' Windsor', -0.185), (' Eliz', -0.181), (' BAC', -0.168), ('cx', -0.167)]
  down output direction +: [('DIC', 0.167), (' MNC', 0.143), ('Cann', 0.142), ('NOW', 0.132)] -: [('gy', -0.167), ('ITIES', -0.15), (' kad', -0.139), ('gahan', -0.138)]

```