number_words n= 10 dropped= []
digits n= 10 dropped= []
letters n= 10 dropped= []
colors n= 10 dropped= []
cities n= 10 dropped= []
belief n= 5 dropped= []
evidence n= 5 dropped= []
Feature order: ['number_words', 'digits', 'belief_vs_evidence', 'letters_vs_objects']
Random-set control pool: 7376 groups: 64

=== MLP READ-WEIGHT CHANGES ALONG FIXED FEATURE DIRECTIONS ===
frac = ||deltaM v||² / ||deltaM||F².
relative = ||deltaM v|| / ||M_mean v||.
num_enrichment compares changed-weight fraction with baseline-weight fraction.
null_percentile is geometric only; it is NOT behavioral statistical evidence.
L00 RAW frac=[0.0074 0.0307 0.0058 0.0203] rel=[0.0144 0.0286 0.0137 0.0288] enrich=5.23 null_pct=0.000
    DIAG frac=[0.0071 0.0326 0.0054 0.0274] rel=[0.0151 0.0344 0.0145 0.0367] enrich=5.83 null_pct=0.000 effective_units=967.0 top10_share=0.0370
L01 RAW frac=[0.0054 0.014  0.0034 0.0067] rel=[0.0119 0.0198 0.0099 0.016 ] enrich=3.48 null_pct=0.812
    DIAG frac=[0.0057 0.0143 0.0036 0.0077] rel=[0.0121 0.0212 0.0104 0.017 ] enrich=3.68 null_pct=0.234 effective_units=839.7 top10_share=0.0468
L02 RAW frac=[0.0044 0.0076 0.0021 0.003 ] rel=[0.0107 0.0143 0.0075 0.0098] enrich=2.84 null_pct=1.000
    DIAG frac=[0.0045 0.0079 0.0021 0.0035] rel=[0.0109 0.0157 0.0079 0.0106] enrich=3.01 null_pct=0.531 effective_units=1006.4 top10_share=0.0365
L03 RAW frac=[0.0035 0.0046 0.0017 0.0027] rel=[0.0089 0.0103 0.0066 0.0084] enrich=2.02 null_pct=0.984
    DIAG frac=[0.0025 0.0036 0.0013 0.0022] rel=[0.0102 0.0124 0.008  0.0092] enrich=2.14 null_pct=0.453 effective_units=1056.7 top10_share=0.0324
L04 RAW frac=[0.002  0.0023 0.0017 0.0013] rel=[0.0074 0.0075 0.007  0.006 ] enrich=1.32 null_pct=0.359
    DIAG frac=[0.0013 0.0017 0.0011 0.0013] rel=[0.0067 0.0072 0.0062 0.0064] enrich=1.14 null_pct=0.016 effective_units=1194.3 top10_share=0.0261
L05 RAW frac=[0.0023 0.002  0.0015 0.0014] rel=[0.0078 0.0076 0.0064 0.0067] enrich=1.51 null_pct=1.000
    DIAG frac=[0.0024 0.0022 0.001  0.0015] rel=[0.0089 0.0076 0.0058 0.0071] enrich=1.99 null_pct=1.000 effective_units=1168.2 top10_share=0.0278
L06 RAW frac=[0.0018 0.0016 0.0016 0.0016] rel=[0.0065 0.0067 0.0067 0.0067] enrich=1.00 null_pct=0.906
    DIAG frac=[0.002  0.0029 0.0013 0.0014] rel=[0.0075 0.0071 0.0066 0.0065] enrich=1.37 null_pct=0.797 effective_units=1102.6 top10_share=0.0318
L07 RAW frac=[0.0015 0.0018 0.0016 0.0014] rel=[0.0063 0.0071 0.0064 0.006 ] enrich=0.97 null_pct=0.203
    DIAG frac=[0.0018 0.0032 0.0013 0.0012] rel=[0.0068 0.0066 0.006  0.0055] enrich=1.20 null_pct=0.422 effective_units=1198.1 top10_share=0.0237
L08 RAW frac=[0.0012 0.0018 0.0017 0.0015] rel=[0.0054 0.0067 0.0067 0.0066] enrich=0.72 null_pct=0.000
    DIAG frac=[0.0019 0.005  0.0011 0.0019] rel=[0.0065 0.0067 0.0057 0.0067] enrich=1.08 null_pct=0.391 effective_units=1123.0 top10_share=0.0257
L09 RAW frac=[0.0019 0.0018 0.0016 0.0014] rel=[0.0067 0.0067 0.0066 0.0059] enrich=1.14 null_pct=1.000
    DIAG frac=[0.0031 0.0076 0.0011 0.002 ] rel=[0.0081 0.0073 0.0055 0.0067] enrich=1.66 null_pct=1.000 effective_units=1043.5 top10_share=0.0326
L10 RAW frac=[0.002  0.0025 0.0018 0.0014] rel=[0.0068 0.0077 0.0067 0.0057] enrich=1.17 null_pct=0.953
    DIAG frac=[0.005  0.0133 0.0011 0.0026] rel=[0.0096 0.0081 0.0054 0.0075] enrich=2.43 null_pct=1.000 effective_units=991.5 top10_share=0.0362
L11 RAW frac=[0.003  0.0039 0.0012 0.0016] rel=[0.0086 0.0096 0.0053 0.0067] enrich=1.81 null_pct=1.000
    DIAG frac=[0.006  0.0147 0.001  0.0022] rel=[0.0109 0.008  0.0052 0.007 ] enrich=3.02 null_pct=1.000 effective_units=983.5 top10_share=0.0363
L12 RAW frac=[0.0028 0.0064 0.0014 0.0016] rel=[0.0085 0.0122 0.0062 0.0069] enrich=1.67 null_pct=0.953
    DIAG frac=[0.0036 0.0162 0.0011 0.002 ] rel=[0.0086 0.009  0.0056 0.0065] enrich=1.82 null_pct=1.000 effective_units=988.9 top10_share=0.0330
L13 RAW frac=[0.0043 0.0091 0.0014 0.001 ] rel=[0.0109 0.0155 0.0059 0.0055] enrich=2.60 null_pct=1.000
    DIAG frac=[0.0037 0.0181 0.0011 0.0022] rel=[0.0099 0.0103 0.0061 0.0074] enrich=2.22 null_pct=1.000 effective_units=1028.6 top10_share=0.0330
L14 RAW frac=[0.0022 0.0066 0.0015 0.001 ] rel=[0.0077 0.0132 0.0061 0.0056] enrich=1.26 null_pct=0.766
    DIAG frac=[0.0029 0.0177 0.0009 0.0023] rel=[0.0087 0.0101 0.0057 0.0076] enrich=1.63 null_pct=1.000 effective_units=1021.1 top10_share=0.0310
L15 RAW frac=[0.0017 0.0063 0.0011 0.0016] rel=[0.0068 0.0127 0.0053 0.0065] enrich=0.98 null_pct=0.516
    DIAG frac=[0.0024 0.0178 0.0008 0.0022] rel=[0.0078 0.0099 0.0052 0.0071] enrich=1.33 null_pct=1.000 effective_units=1023.7 top10_share=0.0313
L16 RAW frac=[0.0021 0.0069 0.0013 0.0016] rel=[0.0076 0.0117 0.0052 0.0059] enrich=1.25 null_pct=0.047
    DIAG frac=[0.0029 0.0212 0.001  0.0026] rel=[0.0087 0.0104 0.0057 0.0071] enrich=1.68 null_pct=1.000 effective_units=1018.8 top10_share=0.0345
L17 RAW frac=[0.0016 0.0078 0.001  0.0015] rel=[0.0056 0.0105 0.0042 0.004 ] enrich=0.73 null_pct=0.000
    DIAG frac=[0.0024 0.0307 0.0011 0.0064] rel=[0.0072 0.0113 0.0058 0.0076] enrich=1.10 null_pct=0.281 effective_units=975.2 top10_share=0.0383

=== CANDIDATES RANKED ONLY BY RELATIVE NUMERIC READ-WEIGHT CHANGE ===
L0 relative_numeric_change=0.0247538 leading units [(1042, 0.00456), (488, 0.00424), (1040, 0.00384), (1484, 0.00368), (1595, 0.00365), (763, 0.00358)]
L1 relative_numeric_change=0.0166815 leading units [(199, 0.01196), (1805, 0.00748), (112, 0.00361), (400, 0.00353), (493, 0.00343), (573, 0.00341)]
L2 relative_numeric_change=0.0133001 leading units [(1081, 0.00603), (1621, 0.00501), (1039, 0.00399), (668, 0.00368), (1396, 0.00322), (1361, 0.00321)]
L3 relative_numeric_change=0.0112997 leading units [(457, 0.00401), (663, 0.0039), (1073, 0.00379), (539, 0.00357), (1504, 0.00348), (1658, 0.00313)]
L13 relative_numeric_change=0.0100819 leading units [(354, 0.00479), (839, 0.00335), (1954, 0.00329), (881, 0.00328), (1603, 0.00326), (954, 0.00308)]
L16 relative_numeric_change=0.00954573 leading units [(714, 0.00427), (503, 0.00414), (206, 0.00383), (640, 0.00344), (1633, 0.00342), (597, 0.00323)]
L11 relative_numeric_change=0.00943067 leading units [(1266, 0.00464), (954, 0.00403), (1271, 0.00403), (1994, 0.00373), (691, 0.00371), (1105, 0.00344)]
L14 relative_numeric_change=0.00942504 leading units [(219, 0.00407), (36, 0.00386), (269, 0.00323), (1032, 0.00318), (416, 0.00309), (393, 0.00283)]

=== SEPARATE READ/WRITE COEFFICIENTS FOR TOP NUMERIC-CHANGE CANDIDATES ===
These coefficients do not determine gated-unit activation signs or output effects.
L0 unit1042 gate_mean=-0.088128 up_mean=+0.029791 delta_gate=+0.00026921 delta_up=+0.00083414 down_numeric=+0.0017124
L0 unit488 gate_mean=+0.025893 up_mean=-0.034168 delta_gate=+0.00036382 delta_up=+0.00029681 down_numeric=+0.00076714
L0 unit1040 gate_mean=+0.031507 up_mean=+0.062146 delta_gate=-0.001594 delta_up=-3.3431e-06 down_numeric=+0.00022803
L0 unit1484 gate_mean=-0.040769 up_mean=-0.0044373 delta_gate=-0.00022676 delta_up=-0.00011364 down_numeric=+0.0012461
L1 unit199 gate_mean=+0.039261 up_mean=-0.024271 delta_gate=-0.0021175 delta_up=-0.0021924 down_numeric=+0.0017103
L1 unit1805 gate_mean=+0.021812 up_mean=-0.020626 delta_gate=+5.7374e-05 delta_up=+0.0019646 down_numeric=-0.003104
L1 unit112 gate_mean=+0.038958 up_mean=-0.018475 delta_gate=+0.001582 delta_up=-0.00097761 down_numeric=-0.000203
L1 unit400 gate_mean=+0.011331 up_mean=-0.014391 delta_gate=+0.0013382 delta_up=+0.00097667 down_numeric=+0.002112
L2 unit1081 gate_mean=+0.12889 up_mean=+0.0062717 delta_gate=-0.0013745 delta_up=-0.00096928 down_numeric=-0.002875
L2 unit1621 gate_mean=-0.044081 up_mean=-0.032163 delta_gate=+0.0011509 delta_up=+0.001048 down_numeric=+0.0050529
L2 unit1039 gate_mean=+0.042972 up_mean=+0.068233 delta_gate=-0.00066675 delta_up=-0.0019623 down_numeric=+0.0066053
L2 unit668 gate_mean=+0.081216 up_mean=+0.0085506 delta_gate=+0.0013437 delta_up=+0.00010826 down_numeric=+0.0048843
