Lexical inspection pool: 139543 tokens

MLP DOWN-DIFFERENCE DECOMPOSITIONS
All differences are A-B. Vector signs are arbitrary paired SVD signs.
Diagonal-scaled columns include learned post-MLP and final gains,
but omit unknown RMS denominators and all intervening computation.

L0: delta_norm=0.26313, s1..4=[0.0593 0.0499 0.0475 0.0452], top1_energy=0.0507, top6_energy=0.1997
  unit loadings +: [(1624, 0.0986), (535, 0.0971), (1199, 0.0948), (681, 0.0935), (81, 0.0919)]
  unit loadings -: [(605, -0.1045), (2046, -0.101), (723, -0.0969), (1854, -0.0904), (892, -0.0838)]
  raw output direction +: [('leftrightarrow', 0.1253), ('x', 0.1208), ('longrightarrow', 0.118), (' veya', 0.1177), (' oryg', 0.1171), ('or', 0.1164)]
  raw output direction -: [('itats', -0.1766), (' primitives', -0.1717), (' Negev', -0.1711), ('paro', -0.171), ('ysts', -0.1694), ('Screenshot', -0.1659)]
  gain-scaled direction +: [('taj', 0.1998), ('tir', 0.1918), ('mba', 0.1873), ('tig', 0.1806), ('tz', 0.1776), ('tk', 0.1765)]
  gain-scaled direction -: [('atories', -0.1475), ('ities', -0.1409), ('acterium', -0.123), ('ReadToEnd', -0.1228), ('ity', -0.1177), ('ulations', -0.115)]

L1: delta_norm=0.26384, s1..4=[0.0575 0.0518 0.0486 0.0473], top1_energy=0.0475, top6_energy=0.2063
  unit loadings +: [(1257, 0.0963), (1252, 0.0921), (1339, 0.0862), (1035, 0.0857), (1855, 0.085)]
  unit loadings -: [(372, -0.093), (1455, -0.0929), (1406, -0.0903), (1153, -0.0888), (1083, -0.0883)]
  raw output direction +: [(' concealing', 0.161), (' hiding', 0.15), (' silencing', 0.1457), ('agawa', 0.1412), (' silence', 0.1399), ('kmale', 0.1379)]
  raw output direction -: [('setTitle', -0.1629), ('entures', -0.1538), ('uan', -0.1483), ('encode', -0.141), ('lead', -0.1399), ('liga', -0.1374)]
  gain-scaled direction +: [('icza', 0.163), ('ervasyon', 0.1595), ('myItemId', 0.1538), (' xwe', 0.1537), (' ArrayAdapter', 0.1523), ('ipeline', 0.1513)]
  gain-scaled direction -: [('5', -0.1191), ('6', -0.1159), ('7', -0.1153), ('4', -0.1142), ('2', -0.113), ('3', -0.1119)]

L2: delta_norm=0.26083, s1..4=[0.066  0.0593 0.049  0.0468], top1_energy=0.0641, top6_energy=0.2394
  unit loadings +: [(1129, 0.0713), (40, 0.0641), (767, 0.0624), (485, 0.0608), (954, 0.0585)]
  unit loadings -: [(1394, -0.0739), (1677, -0.0681), (741, -0.0638), (1013, -0.0619), (862, -0.0607)]
  raw output direction +: [('Watcher', 0.1547), ('aller', 0.1516), ('shade', 0.1435), ('uride', 0.142), ('align', 0.1353), (' relativa', 0.135)]
  raw output direction -: [(' fores', -0.1375), (' uku', -0.1259), ('akes', -0.1251), (' overs', -0.1249), (' sels', -0.1229), ('setPointSize', -0.1211)]
  gain-scaled direction +: [('mdash', 0.1514), ('ucidation', 0.1311), ('gekehrt', 0.129), ('Roaming', 0.1274), (' bremsstrahlung', 0.1271), ('LETED', 0.1234)]
  gain-scaled direction -: [('akas', -0.1629), ('hanger', -0.1545), ('ahraga', -0.15), ('lude', -0.1435), ('atuak', -0.1431), ('adlo', -0.1425)]

L3: delta_norm=0.25818, s1..4=[0.0654 0.0576 0.0524 0.05  ], top1_energy=0.0641, top6_energy=0.2528
  unit loadings +: [(684, 0.0561), (408, 0.0559), (262, 0.0557), (197, 0.0557), (1610, 0.0555)]
  unit loadings -: [(1714, -0.0586), (5, -0.0556), (1634, -0.0542), (190, -0.0533), (1174, -0.0524)]
  raw output direction +: [(' entstand', 0.1483), (' marries', 0.1258), ('clusions', 0.1255), (' achromatic', 0.1236), ('Methoxy', 0.1221), (' dispersions', 0.1211)]
  raw output direction -: [('alphabet', -0.1573), (' needle', -0.1527), (' pelota', -0.1489), (' abr', -0.1447), (' uu', -0.1446), (' repr', -0.144)]
  gain-scaled direction +: [(' addSubview', 0.1449), ('odesmium', 0.1427), ('untlet', 0.1424), ('clusions', 0.1382), ('ocaly', 0.1358), ('UseDebug', 0.1357)]
  gain-scaled direction -: [(' stork', -0.1559), ('uire', -0.1535), ('enaries', -0.1527), ('uarine', -0.1521), ('prox', -0.145), ('but', -0.142)]

L4: delta_norm=0.26156, s1..4=[0.0756 0.0542 0.0521 0.0503], top1_energy=0.0836, top6_energy=0.2597
  unit loadings +: [(1592, 0.0575), (1988, 0.054), (1403, 0.0533), (1378, 0.0522), (906, 0.0522)]
  unit loadings -: [(1127, -0.0574), (898, -0.0571), (141, -0.0543), (1240, -0.0533), (1235, -0.0514)]
  raw output direction +: [('Jacob', 0.1514), ('antin', 0.1509), (' Ond', 0.1463), (' japon', 0.1445), ('Bu', 0.1439), (' Ontology', 0.1438)]
  raw output direction -: [(' herd', -0.1219), (' dialects', -0.1197), (' lowercase', -0.1107), (' rhymes', -0.105), (' hint', -0.1023), (' sideline', -0.0997)]
  gain-scaled direction +: [(' Zeitraum', 0.1767), ('zuat', 0.1759), ('ship', 0.1743), ('RENCY', 0.1735), ('endoza', 0.1725), (' hInstance', 0.1694)]
  gain-scaled direction -: [('WHEREAS', -0.0937), (' sideline', -0.0925), (' springer', -0.0893), ('ches', -0.0865), ('instag', -0.0864), ('an', -0.0858)]

L5: delta_norm=0.26109, s1..4=[0.0726 0.06   0.0552 0.0471], top1_energy=0.0773, top6_energy=0.2592
  unit loadings +: [(671, 0.0529), (1020, 0.0522), (84, 0.051), (1580, 0.0495), (1922, 0.0493)]
  unit loadings -: [(1056, -0.0516), (1727, -0.0513), (560, -0.0512), (827, -0.0505), (1292, -0.0494)]
  raw output direction +: [(' Unsere', 0.1499), ('utely', 0.1301), (' Siren', 0.1295), ('SMTP', 0.1259), (' aline', 0.1252), ('ujemy', 0.125)]
  raw output direction -: [('ONS', -0.1439), ('ivism', -0.1402), (' foraging', -0.1378), (' provisioning', -0.1357), ('encar', -0.1335), (' poaching', -0.1317)]
  gain-scaled direction +: [(' Siren', 0.1646), (' Peacock', 0.148), (' thermostat', 0.1472), (' Lecturer', 0.1458), (' Hatter', 0.1434), (' Chameleon', 0.1428)]
  gain-scaled direction -: [(' while', -0.1272), (' cargos', -0.1268), (' in', -0.123), (' during', -0.1191), (' onto', -0.1153), (' nutrients', -0.1122)]

L6: delta_norm=0.25525, s1..4=[0.0748 0.0608 0.0498 0.0451], top1_energy=0.0858, top6_energy=0.2685
  unit loadings +: [(1708, 0.0491), (1453, 0.0484), (923, 0.0484), (509, 0.0473), (396, 0.0473)]
  unit loadings -: [(9, -0.0487), (1660, -0.0486), (1323, -0.0477), (1633, -0.0466), (1108, -0.046)]
  raw output direction +: [(' Chapel', 0.1674), (' Zimmermann', 0.164), ('preferably', 0.1631), ('IfNeeded', 0.1587), (' partic', 0.158), (' preferably', 0.1528)]
  raw output direction -: [('Kaynak', -0.1217), ('ockey', -0.1201), (' stoichi', -0.1147), ('usetzen', -0.1128), ('ankton', -0.1125), (' otak', -0.1091)]
  gain-scaled direction +: [(' chooser', 0.1778), ('ibet', 0.1766), (' Rejo', 0.174), (' croup', 0.1705), (' Windy', 0.1695), ('aphr', 0.1694)]
  gain-scaled direction -: [(' Laufe', -0.0912), ('Kaynak', -0.0865), (' mano', -0.0851), (' basal', -0.0833), (' onto', -0.0832), (' pozy', -0.083)]

L7: delta_norm=0.25650, s1..4=[0.0771 0.0616 0.0494 0.0465], top1_energy=0.0904, top6_energy=0.2715
  unit loadings +: [(1057, 0.0529), (867, 0.0519), (555, 0.0512), (545, 0.0506), (247, 0.0488)]
  unit loadings -: [(1741, -0.0534), (1404, -0.0527), (841, -0.0503), (1915, -0.0488), (813, -0.0482)]
  raw output direction +: [('Mar', 0.1443), (' Gulf', 0.1396), (' Mar', 0.137), ('Features', 0.1338), (' IANS', 0.1338), ('Nor', 0.133)]
  raw output direction -: [('erty', -0.158), (' bilge', -0.1487), (' backseat', -0.1486), (' perhatian', -0.1465), (' namespace', -0.1456), (' Nomenclature', -0.1444)]
  gain-scaled direction +: [('Nor', 0.1365), (' programmes', 0.1269), (' stitching', 0.1223), (' Why', 0.119), (' Her', 0.1189), ('Qatar', 0.1186)]
  gain-scaled direction -: [(' successivo', -0.1513), ('antuan', -0.1454), (' handen', -0.1412), (' rifiuti', -0.1389), (' bilge', -0.1388), (' perhatian', -0.1363)]

L8: delta_norm=0.25419, s1..4=[0.0737 0.0575 0.0507 0.0477], top1_energy=0.0840, top6_energy=0.2641
  unit loadings +: [(1784, 0.0504), (136, 0.05), (307, 0.0498), (20, 0.0494), (221, 0.0477)]
  unit loadings -: [(653, -0.049), (1250, -0.0482), (378, -0.0475), (667, -0.0467), (1240, -0.0462)]
  raw output direction +: [(' CarPlay', 0.1394), (' pect', 0.138), (' purs', 0.1332), ('ullahi', 0.132), ('ijas', 0.1268), ('idoarjo', 0.1267)]
  raw output direction -: [(' confocal', -0.1534), ('inda', -0.1488), (' abatement', -0.1483), (' utensil', -0.1422), ('antuan', -0.1406), (' mineralization', -0.1401)]
  gain-scaled direction +: [(' Nigerians', 0.1798), (' Kenyans', 0.1685), (' bristles', 0.1676), (' CarPlay', 0.1646), (' sputtered', 0.1608), (' persever', 0.1588)]
  gain-scaled direction -: [(' abatement', -0.0986), ('antuan', -0.0926), (' sampah', -0.0842), ('inda', -0.0829), ('ish', -0.0795), (' Gesamt', -0.0794)]

L9: delta_norm=0.25952, s1..4=[0.0781 0.0562 0.0521 0.0472], top1_energy=0.0907, top6_energy=0.2672
  unit loadings +: [(773, 0.0525), (137, 0.0508), (1523, 0.0497), (1008, 0.0492), (836, 0.0486)]
  unit loadings -: [(888, -0.0546), (934, -0.0515), (351, -0.0496), (67, -0.0492), (162, -0.0489)]
  raw output direction +: [('cciones', 0.1423), ('umpul', 0.1393), (' solen', 0.1363), (' gyr', 0.1359), ('sbin', 0.1308), (' inay', 0.1305)]
  raw output direction -: [('ARCH', -0.1487), ('erg', -0.1449), ('rette', -0.1415), (' Avan', -0.141), ('ZH', -0.1386), (' RIGHT', -0.1347)]
  gain-scaled direction +: [('cciones', 0.1434), ('SOs', 0.1348), (' peppers', 0.1324), ('jabi', 0.129), (' Mosley', 0.1287), ('punyai', 0.1255)]
  gain-scaled direction -: [(' RIGHT', -0.1352), ('architecture', -0.1318), (' sonst', -0.1317), (' occult', -0.1263), (' architecture', -0.1235), (' Avan', -0.1217)]

L10: delta_norm=0.26087, s1..4=[0.0807 0.0586 0.055  0.0526], top1_energy=0.0957, top6_energy=0.2986
  unit loadings +: [(1451, 0.0513), (1121, 0.0508), (1615, 0.0499), (1005, 0.0496), (1155, 0.0494)]
  unit loadings -: [(1549, -0.052), (1993, -0.0517), (1276, -0.0482), (135, -0.048), (80, -0.0477)]
  raw output direction +: [(' Avan', 0.1902), ('alam', 0.1687), ('ert', 0.1678), (' acycl', 0.1602), (' avanz', 0.1568), (' addresses', 0.1534)]
  raw output direction -: [('ringing', -0.1266), ('Matchers', -0.1264), (' mecz', -0.1241), ('nikova', -0.1235), (' PayPay', -0.1224), ('moja', -0.1199)]
  gain-scaled direction +: [(' Avan', 0.1579), (' insights', 0.1475), (' underworld', 0.1456), (' quotidienne', 0.1442), (' adversity', 0.1438), (' challenges', 0.1422)]
  gain-scaled direction -: [(' PayPay', -0.1306), (' Brits', -0.1256), (' loosely', -0.1177), ('tochy', -0.117), ('attled', -0.1152), ('Matchers', -0.1116)]

L11: delta_norm=0.25417, s1..4=[0.0858 0.0563 0.0525 0.0479], top1_energy=0.1140, top6_energy=0.2999
  unit loadings +: [(49, 0.0469), (961, 0.0458), (1701, 0.0456), (1092, 0.0456), (412, 0.0452)]
  unit loadings -: [(639, -0.0467), (756, -0.0466), (873, -0.0459), (1579, -0.0449), (18, -0.0448)]
  raw output direction +: [(' mesothelioma', 0.1876), (' specialised', 0.1814), (' underworld', 0.1748), (' sediment', 0.1748), (' specialized', 0.1747), (' INTERNAL', 0.1711)]
  raw output direction -: [('ureshi', -0.1105), ('rakash', -0.106), (' nii', -0.1052), ('headless', -0.1048), ('beren', -0.1001), ('isak', -0.0996)]
  gain-scaled direction +: [(' insider', 0.1785), (' sexism', 0.168), (' supernatural', 0.1676), (' mesothelioma', 0.1589), (' THROUGH', 0.1559), (' ARMY', 0.1553)]
  gain-scaled direction -: [('niv', -0.1009), ('ruits', -0.1005), ('isak', -0.0967), ('rakash', -0.0953), ('ureshi', -0.0918), ('rents', -0.0914)]

L12: delta_norm=0.26852, s1..4=[0.0745 0.0577 0.0505 0.0479], top1_energy=0.0771, top6_energy=0.2438
  unit loadings +: [(1741, 0.051), (530, 0.0491), (1147, 0.0483), (1933, 0.0472), (1898, 0.0471)]
  unit loadings -: [(727, -0.0512), (626, -0.0478), (1896, -0.0474), (1016, -0.0471), (1717, -0.047)]
  raw output direction +: [(' ise', 0.1612), ('ian', 0.1457), (' den', 0.1445), ('under', 0.1395), (' lembra', 0.1374), (' aber', 0.1326)]
  raw output direction -: [('sembled', -0.1657), (' Ruto', -0.1565), (' embossed', -0.1564), (' PLIST', -0.1555), (' Turnover', -0.155), (' maxlength', -0.1528)]
  gain-scaled direction +: [('4', 0.1378), ('6', 0.1344), ('2', 0.1343), ('7', 0.1319), ('ian', 0.1301), ('1', 0.1271)]
  gain-scaled direction -: [(' PLIST', -0.2047), (' Cytol', -0.1958), ('zynarod', -0.1914), (' Flick', -0.1909), (' Polytechn', -0.188), ('nahi', -0.1871)]

L13: delta_norm=0.27357, s1..4=[0.066  0.0529 0.0503 0.0489], top1_energy=0.0582, top6_energy=0.2125
  unit loadings +: [(1190, 0.0589), (1009, 0.0586), (1094, 0.0557), (1572, 0.0556), (1537, 0.0546)]
  unit loadings -: [(948, -0.0562), (1779, -0.0558), (1668, -0.0541), (362, -0.0527), (1000, -0.0525)]
  raw output direction +: [(' glee', 0.2156), (' baada', 0.2084), (' layar', 0.2033), (' whence', 0.2014), ('sembled', 0.1952), ('cones', 0.1934)]
  raw output direction -: [(' contrast', -0.1151), (' average', -0.1102), (' Attribution', -0.1049), ('jen', -0.1031), (' abstract', -0.1029), (' himself', -0.1021)]
  gain-scaled direction +: [(' glee', 0.2083), (' whence', 0.1914), (' glazed', 0.1845), ('sip', 0.1815), ('headless', 0.1801), ('buckets', 0.1795)]
  gain-scaled direction -: [(' contrast', -0.084), ('utung', -0.0822), (' emphasizes', -0.0784), ('ovas', -0.0775), (' ang', -0.0743), ('ungs', -0.0733)]

L14: delta_norm=0.28222, s1..4=[0.062  0.0612 0.0531 0.0509], top1_energy=0.0483, top6_energy=0.2200
  unit loadings +: [(1461, 0.0729), (1563, 0.071), (1686, 0.0634), (1109, 0.0586), (1940, 0.0586)]
  unit loadings -: [(1481, -0.0643), (1947, -0.0617), (1605, -0.0607), (363, -0.0592), (973, -0.0588)]
  raw output direction +: [('hips', 0.103), (' or', 0.0989), (' free', 0.0972), (' interest', 0.0963), (' even', 0.0941), (' and', 0.0894)]
  raw output direction -: [(' Brilliant', -0.2509), ('StudentRecord', -0.2507), (' PHYSICS', -0.2464), ('TodoList', -0.2464), (' Creme', -0.2453), (' Hornets', -0.2448)]
  gain-scaled direction +: [('hips', 0.0127), (' or', 0.012), (' even', 0.0072), ('ative', 0.0047), ('ages', 0.0025), (' as', 0.002)]
  gain-scaled direction -: [('Unt', -0.3024), (' Ked', -0.3001), (' Lup', -0.2998), ('Bem', -0.2976), (' Brilliant', -0.2964), ('Trinity', -0.2959)]

L15: delta_norm=0.28232, s1..4=[0.0717 0.0624 0.0591 0.0568], top1_energy=0.0645, top6_energy=0.2665
  unit loadings +: [(1827, 0.0726), (150, 0.0681), (1904, 0.0677), (1593, 0.0669), (1321, 0.0663)]
  unit loadings -: [(475, -0.0725), (837, -0.0712), (547, -0.0625), (867, -0.0625), (1770, -0.0623)]
  raw output direction +: [('Checker', 0.236), ('AsyncTask', 0.2256), ('ThemeOverlay', 0.2187), ('HPV', 0.217), ('ltimes', 0.2145), (' LDH', 0.2126)]
  raw output direction -: [(' as', -0.1372), (' rest', -0.1266), ('1', -0.123), (' ones', -0.1224), (' terc', -0.1212), (' table', -0.1206)]
  gain-scaled direction +: [('Checker', 0.2497), ('AsyncTask', 0.2386), (' LDH', 0.2285), (' Phyt', 0.2274), ('Serialization', 0.2272), (' quercetin', 0.2268)]
  gain-scaled direction -: [(' rest', -0.0713), ('ality', -0.0706), (' most', -0.0692), (' as', -0.0685), (' terc', -0.0653), (' ones', -0.0627)]

L16: delta_norm=0.27017, s1..4=[0.0762 0.0717 0.0641 0.0594], top1_energy=0.0796, top6_energy=0.3368
  unit loadings +: [(557, 0.0726), (1796, 0.0671), (975, 0.0657), (1880, 0.0655), (155
[output cut at 15,000 characters]