WEIGHT-DIRECTION PROBES: [' think', ' believe', ' know', ' answer', ' is', '0']
Probe cosine matrix:
 [[1.     0.5743 0.4187 0.308  0.2817 0.0514]
 [0.5743 1.     0.4357 0.3027 0.2272 0.0965]
 [0.4187 0.4357 1.     0.2894 0.254  0.151 ]
 [0.308  0.3027 0.2894 1.     0.2233 0.0944]
 [0.2817 0.2272 0.254  0.2233 1.     0.2708]
 [0.0514 0.0965 0.151  0.0944 0.2708 1.    ]]

MLP INPUT-WEIGHT DIFFERENCES
Fractions are separate single-direction projections; they do not add to one.
Last value is relative B-A projection ENERGY for ' think', not activation energy.
Columns: layer/part | fractions for the six probes | think projection-energy change
L00/gate | 0.02287 0.01394 0.00992 0.04382 0.03474 0.01887 | +0.000647
L00/up   | 0.02535 0.01461 0.01059 0.04206 0.03553 0.01725 | -0.000096
L01/gate | 0.00904 0.00469 0.00334 0.02503 0.01804 0.00689 | -0.000385
L01/up   | 0.00828 0.00439 0.00328 0.02347 0.01832 0.00640 | -0.000028
L02/gate | 0.00483 0.00291 0.00218 0.00895 0.00884 0.00479 | +0.000435
L02/up   | 0.00480 0.00282 0.00214 0.00825 0.00873 0.00455 | +0.000912
L03/gate | 0.00269 0.00147 0.00129 0.00630 0.00336 0.00315 | -0.000145
L03/up   | 0.00200 0.00126 0.00118 0.00479 0.00284 0.00275 | -0.000778
L04/gate | 0.00120 0.00175 0.00126 0.00366 0.00162 0.00219 | +0.000216
L04/up   | 0.00126 0.00180 0.00130 0.00357 0.00154 0.00235 | +0.000454
L05/gate | 0.00159 0.00204 0.00135 0.00349 0.00166 0.00262 | -0.000057
L05/up   | 0.00155 0.00202 0.00135 0.00353 0.00158 0.00264 | -0.000058
L06/gate | 0.00188 0.00227 0.00160 0.00313 0.00119 0.00440 | +0.000416
L06/up   | 0.00202 0.00224 0.00159 0.00300 0.00113 0.00399 | -0.000327
L07/gate | 0.00235 0.00211 0.00143 0.00211 0.00101 0.00488 | +0.000285
L07/up   | 0.00239 0.00217 0.00149 0.00220 0.00103 0.00410 | -0.000156
L08/gate | 0.00171 0.00185 0.00152 0.00239 0.00132 0.00879 | -0.000057
L08/up   | 0.00164 0.00183 0.00158 0.00235 0.00143 0.00817 | +0.000524
L09/gate | 0.00140 0.00197 0.00148 0.00184 0.00232 0.00995 | +0.000142
L09/up   | 0.00146 0.00213 0.00150 0.00192 0.00238 0.00973 | +0.000250
L10/gate | 0.00090 0.00104 0.00179 0.00092 0.00130 0.01387 | +0.000143
L10/up   | 0.00098 0.00102 0.00189 0.00092 0.00130 0.01214 | +0.000224
L11/gate | 0.00108 0.00113 0.00170 0.00074 0.00146 0.01290 | +0.000264
L11/up   | 0.00108 0.00107 0.00166 0.00077 0.00136 0.01262 | -0.000297
L12/gate | 0.00116 0.00114 0.00244 0.00107 0.00145 0.01397 | -0.000040
L12/up   | 0.00121 0.00117 0.00239 0.00104 0.00148 0.01213 | -0.000138
L13/gate | 0.00092 0.00087 0.00211 0.00107 0.00146 0.01326 | -0.000301
L13/up   | 0.00095 0.00088 0.00215 0.00106 0.00146 0.01242 | -0.000742
L14/gate | 0.00098 0.00097 0.00220 0.00115 0.00127 0.01298 | -0.000313
L14/up   | 0.00095 0.00092 0.00214 0.00113 0.00122 0.01180 | +0.000106
L15/gate | 0.00112 0.00090 0.00202 0.00096 0.00113 0.01272 | +0.000130
L15/up   | 0.00117 0.00093 0.00202 0.00093 0.00117 0.01231 | +0.000327
L16/gate | 0.00103 0.00097 0.00158 0.00084 0.00140 0.01459 | +0.000003
L16/up   | 0.00103 0.00100 0.00171 0.00092 0.00142 0.01457 | -0.000066
L17/gate | 0.00180 0.00154 0.00252 0.00165 0.00417 0.02509 | +0.000012
L17/up   | 0.00190 0.00165 0.00259 0.00184 0.00425 0.02331 | -0.000074

FIRST-LAYER ATTENTION INPUT-WEIGHT DIFFERENCES
L00/q: fractions=[0.0225 0.0233 0.0165 0.0376 0.047  0.0247]; think energy change=+0.000483
L00/k: fractions=[0.0227 0.0152 0.0156 0.037  0.0636 0.0117]; think energy change=+0.007451
L00/v: fractions=[0.0263 0.0204 0.0199 0.0357 0.0557 0.0282]; think energy change=+0.006795

UNSUPERVISED LEADING INPUT DIRECTIONS
Axis signs are oriented toward ' think' only for consistent display.

L0/gate: first three singular energy fractions=[0.1076 0.0764 0.0518]
Leading-axis cosines with six probe directions: [ 0.1697  0.2439  0.134   0.1985 -0.1173 -0.1745]
 axis1 +: [("' Morocco'", 0.6502), ("' Argentina'", 0.6491), ("' Colombia'", 0.6461), ("' Bolivia'", 0.6417), ("' Croatia'", 0.6402)]
 axis1 -: [("'1'", -0.2559), ("'2'", -0.2086), ("'3'", -0.1934), ("'0'", -0.1745), ("' in'", -0.1648)]
 axis2 +: [("' is'", 0.5303), ("' answer'", 0.5266), ("' the'", 0.4573), ("' in'", 0.4517), ("' and'", 0.4467)]
 axis2 -: [("' llrp'", -0.3388), ("' BVHTree'", -0.3211), ("' Tjiwarl'", -0.3195), ("' BSData'", -0.3177), ("'UISelectors'", -0.3129)]

L0/up: first three singular energy fractions=[0.1052 0.078  0.0478]
Leading-axis cosines with six probe directions: [ 0.1571  0.2414  0.1313  0.2232 -0.1327 -0.165 ]
 axis1 +: [("' Morocco'", 0.6446), ("' Argentina'", 0.6443), ("' Colombia'", 0.6415), ("' Bolivia'", 0.6395), ("' Algeria'", 0.6385)]
 axis1 -: [("'1'", -0.2468), ("'2'", -0.2009), ("'3'", -0.1842), ("' in'", -0.1734), ("'0'", -0.165)]
 axis2 +: [("' is'", 0.5625), ("' the'", 0.4876), ("' answer'", 0.4827), ("' in'", 0.4752), ("' a'", 0.4711)]
 axis2 -: [("' llrp'", -0.3744), ("' BSData'", -0.3607), ("' BVHTree'", -0.3607), ("'UISelectors'", -0.3562), ("' ivvu'", -0.3556)]

L1/gate: first three singular energy fractions=[0.0517 0.0461 0.0436]
Leading-axis cosines with six probe directions: [ 0.1719  0.1476  0.1316  0.5254  0.3355 -0.0115]
 axis1 +: [("' answer'", 0.5254), ("' answers'", 0.4413), ("' Answer'", 0.3646), ("' answering'", 0.362), ("'answer'", 0.3507)]
 axis1 -: [("'larini'", -0.1578), ("' dotato'", -0.1533), ("' chacun'", -0.1514), ("'solo'", -0.1511), ("' vooraf'", -0.1502)]

L1/up: first three singular energy fractions=[0.05   0.0447 0.04  ]
Leading-axis cosines with six probe directions: [ 0.1443  0.1176  0.1233  0.4751  0.4418 -0.0298]
 axis1 +: [("' answer'", 0.4751), ("' is'", 0.4418), ("' answers'", 0.4032), ("' are'", 0.3613), ("' answered'", 0.3064)]
 axis1 -: [("'MovieModal'", -0.2094), ("'PlayerSelector'", -0.1964), ("'ThreadGroup'", -0.196), ("'TransactionLog'", -0.1937), ("'NonUser'", -0.1926)]

L2/gate: first three singular energy fractions=[0.0629 0.0494 0.038 ]
Leading-axis cosines with six probe directions: [ 0.0344 -0.0188 -0.0006 -0.104  -0.1981 -0.1369]
 axis1 +: [("' scop'", 0.1633), ("' piuttosto'", 0.1623), ("' olv'", 0.1619), ("' sebagaimana'", 0.1616), ("'meler'", 0.1547)]
 axis1 -: [("' is'", -0.1981), ("'7'", -0.1935), ("'8'", -0.1804), ("'6'", -0.18), ("'5'", -0.1744)]

L0/q: first three singular energy fractions=[0.1851 0.0826 0.052 ]
Leading-axis cosines with six probe directions: [0.2999 0.3353 0.266  0.2981 0.0874 0.1139]
 axis1 +: [("' Colombia'", 0.661), ("' Barcelona'", 0.6581), ("' Argentina'", 0.6549), ("' Thailand'", 0.6491), ("' Banana'", 0.646)]
 axis1 -: [("'temuan'", 0.0291), ("'hitungan'", 0.0556), ("'entingan'", 0.0593), ("'erler'", 0.0618), ("'istiwa'", 0.0627)]

L0/k: first three singular energy fractions=[0.1931 0.0973 0.0748]
Leading-axis cosines with six probe directions: [0.3029 0.2182 0.2451 0.2874 0.476  0.1694]
 axis1 +: [("' U'", 0.6231), ("' V'", 0.5762), ("' O'", 0.5637), ("' Z'", 0.5629), ("' T'", 0.5594)]
 axis1 -: [("' Appodeal'", -0.3604), ("' Vestone'", -0.3534), ("' Tjiwarl'", -0.3359), ("' Cnemidophorus'", -0.3341), ("' sparsebundle'", -0.3308)]

L0/v: first three singular energy fractions=[0.2443 0.1588 0.0737]
Leading-axis cosines with six probe directions: [0.2962 0.2578 0.2576 0.3077 0.3433 0.2497]
 axis1 +: [("' The'", 0.4427), ("' What'", 0.4358), ("' La'", 0.4156), ("'The'", 0.4136), ("' El'", 0.4089)]
 axis1 -: [("' Ehnerg'", -0.0187), ("'ImageBeforeText'", -0.0178), ("' CustB'", -0.0164), ("'astrar'", -0.015), ("'PropertyList'", -0.0135)]

RANK-ONE WEIGHT PROJECTIONS: DOES THE TWO-CONTRAST SIGNAL SURVIVE?
Projection is D -> D - (D @ t) @ t.T; no modified model is executed.

L0 gate original: concordance >2/<-2 = 47/59
 remove_think: removed energy=0.02287; concordance >2/<-2 = 11/11
  unit 1409: original z=[5.746  5.0242], residual z=[1.4035 2.1727]
  unit 1296: original z=[6.7126 4.6563], residual z=[1.2413 0.8711]
 remove_know: removed energy=0.00992; concordance >2/<-2 = 60/75
  unit 1409: original z=[5.746  5.0242], residual z=[7.277  5.2212]
  unit 1296: original z=[6.7126 4.6563], residual z=[8.3658 4.9826]
 remove_is: removed energy=0.03474; concordance >2/<-2 = 51/60
  unit 1409: original z=[5.746  5.0242], residual z=[5.6925 5.1037]
  unit 1296: original z=[6.7126 4.6563], residual z=[6.5373 4.7099]

L1 gate original: concordance >2/<-2 = 37/32
 remove_think: removed energy=0.00904; concordance >2/<-2 = 2/5
  unit 1183: original z=[4.722  4.3689], residual z=[1.3599 2.3072]
  unit 1349: original z=[-5.0493 -4.0434], residual z=[-1.5022 -1.8188]
 remove_know: removed energy=0.00334; concordance >2/<-2 = 47/47
  unit 1183: original z=[4.722  4.3689], residual z=[6.1297 4.5915]
  unit 1349: original z=[-5.0493 -4.0434], residual z=[-6.428 -4.285]
 remove_is: removed energy=0.01804; concordance >2/<-2 = 39/34
  unit 1183: original z=[4.722  4.3689], residual z=[4.622 4.453]
  unit 1349: original z=[-5.0493 -4.0434], residual z=[-5.017  -4.0697]

L2 gate original: concordance >2/<-2 = 42/32
 remove_think: removed energy=0.00483; concordance >2/<-2 = 9/7
  unit 65: original z=[4.4652 4.1736], residual z=[1.8735 2.5119]
  unit 803: original z=[-4.0859 -4.1685], residual z=[-3.2144 -3.514 ]
 remove_know: removed energy=0.00218; concordance >2/<-2 = 51/40
  unit 65: original z=[4.4652 4.1736], residual z=[5.4739 4.338 ]
  unit 803: original z=[-4.0859 -4.1685], residual z=[-4.2527 -4.1905]
 remove_is: removed energy=0.00884; concordance >2/<-2 = 44/31
  unit 65: original z=[4.4652 4.1736], residual z=[4.3741 4.2317]
  unit 803: original z=[-4.0859 -4.1685], residual z=[-4.2957 -4.0674]

All quantities above concern weight matrices and their projections.
No activation, gate, hidden-state normalization, or model output was evaluated.
