OUTPUT of run 20 of at most 20:
```
=== CORRECTED PARALLEL-STATEMENT ATTENTION ANALYSIS ===
Preference = attention(proposal)-attention(verified). All shifts are B-A.
User-specific interaction = user-owned shift minus third-person shift.
Family order: ['my proposed', 'another proposed', 'I think', 'another thinks']
L5H2: family shifts=[+0.0477, +0.0073, +0.1609, -0.0263]; user interaction=+0.11377
       user A guess/fact=0.01941/0.01418; B=0.17136/0.06186; all-role shift end/front=-0.01258/+0.10736
L5H3: family shifts=[+0.0425, -0.0053, +0.1324, -0.0192]; user interaction=+0.09970
       user A guess/fact=0.00964/0.01032; B=0.17458/0.08781; all-role shift end/front=+0.03331/+0.04189
L11H2: family shifts=[-0.0816, -0.2512, +0.2198, -0.2563]; user interaction=+0.32284
       user A guess/fact=0.01810/0.02704; B=0.37665/0.31650; all-role shift end/front=+0.18484/-0.36950
L10H2: family shifts=[-0.0114, -0.0478, +0.1504, -0.1150]; user interaction=+0.15084
       user A guess/fact=0.04408/0.07562; B=0.27150/0.23359; all-role shift end/front=+0.45151/-0.46343
L9H0: family shifts=[+0.0034, +0.0122, +0.1090, -0.0055]; user interaction=+0.05283
       user A guess/fact=0.03709/0.05666; B=0.24833/0.21172; all-role shift end/front=+0.30546/-0.24593
L9H2: family shifts=[+0.0005, -0.0107, +0.0728, -0.0300]; user interaction=+0.05703
       user A guess/fact=0.03100/0.05086; B=0.12576/0.10894; all-role shift end/front=+0.15295/-0.13660
L9H1: family shifts=[+0.0026, -0.0339, +0.1617, -0.0492]; user interaction=+0.12371
       user A guess/fact=0.05313/0.08952; B=0.20361/0.15784; all-role shift end/front=+0.14929/-0.10867
L12H2: family shifts=[+0.0025, +0.0127, +0.0149, +0.0133]; user interaction=-0.00430
       user A guess/fact=0.00643/0.01470; B=0.02806/0.02766; all-role shift end/front=+0.04462/-0.02296
L12H1: family shifts=[-0.0024, -0.0122, +0.0810, -0.0206]; user interaction=+0.05565
       user A guess/fact=0.00217/0.00495; B=0.20889/0.17240; all-role shift end/front=+0.15664/-0.13375
L8H2: family shifts=[-0.0001, -0.0004, +0.0013, -0.0007]; user interaction=+0.00117
       user A guess/fact=0.00060/0.00082; B=0.00417/0.00379; all-role shift end/front=+0.00719/-0.00716
L6H2: family shifts=[+0.0001, +0.0000, +0.0036, -0.0007]; user interaction=+0.00222
       user A guess/fact=0.00408/0.00467; B=0.01004/0.00878; all-role shift end/front=+0.00569/-0.00419
L17H2: family shifts=[-0.0232, -0.1033, +0.1045, -0.1137]; user interaction=+0.14915
       user A guess/fact=0.00635/0.00809; B=0.20759/0.16868; all-role shift end/front=+0.21589/-0.28375

USER INTERACTION SPLIT BY WORDING AND POSITION
Order: proposed-end/front, think-end/front.
L5H2: [+0.0375, +0.0432, +0.1937, +0.1807]
L5H3: [+0.0443, +0.0514, +0.1831, +0.1200]
L11H2: [+0.2913, +0.0478, +0.6562, +0.2960]
L10H2: [+0.0365, +0.0362, +0.1831, +0.3475]
L9H0: [+0.0175, -0.0351, +0.1748, +0.0541]
L9H2: [-0.0419, +0.0643, +0.0680, +0.1376]
L9H1: [+0.0572, +0.0158, +0.2948, +0.1272]
L12H2: [-0.0205, +0.0001, -0.0061, +0.0093]

ALL-HEAD USER-INTERACTION RANKING
L11H2: interaction=+0.32284; user_shift=+0.06909; third_person_shift=-0.25375
L10H2: interaction=+0.15084; user_shift=+0.06946; third_person_shift=-0.08138
L17H2: interaction=+0.14915; user_shift=+0.04065; third_person_shift=-0.10851
L9H1: interaction=+0.12371; user_shift=+0.08217; third_person_shift=-0.04155
L5H2: interaction=+0.11377; user_shift=+0.10428; third_person_shift=-0.00949
L5H3: interaction=+0.09970; user_shift=+0.08745; third_person_shift=-0.01225
L17H0: interaction=+0.07368; user_shift=+0.01967; third_person_shift=-0.05401
L9H3: interaction=+0.06279; user_shift=+0.05832; third_person_shift=-0.00447

L5 HEADS 2/3: SELECTED INDIVIDUAL USER-OWNED PROPOSALS
text00 H2 Aguess/fact=0.0115/0.0172, Bguess/fact=0.0649/0.1049; H3 Aguess/fact=0.0106/0.0095, Bguess/fact=0.1146/0.0939
text01 H2 Aguess/fact=0.0275/0.0076, Bguess/fact=0.1404/0.0302; H3 Aguess/fact=0.0135/0.0096, Bguess/fact=0.1338/0.0807
text08 H2 Aguess/fact=0.0119/0.0176, Bguess/fact=0.1876/0.0722; H3 Aguess/fact=0.0064/0.0096, Bguess/fact=0.2172/0.0641
text09 H2 Aguess/fact=0.0277/0.0064, Bguess/fact=0.2556/0.0426; H3 Aguess/fact=0.0093/0.0081, Bguess/fact=0.2159/0.1041

=== EXACT LOCAL LINEAR-PRODUCT DECOMPOSITION ===
Fixed diagonal normalization weights are included; state-dependent RMS divisors are not.
Signed shares are <total difference, term>/<total difference,total difference>.
They sum to one, but are NOT shares of behavioral importance.
QK is averaged in squared-energy terms over relative positions 9 and 24.
Q/K-side terms include the corresponding fixed norm-weight factors.
K and V are SHARED across all four heads in each layer.
L5H2: QK relative_change=0.01784, Q/K signed_shares=0.8584/0.1416; OV relative_change=0.01405, O/V signed_shares=0.3192/0.6808
L5H3: QK relative_change=0.02300, Q/K signed_shares=0.8508/0.1492; OV relative_change=0.01213, O/V signed_shares=0.3053/0.6947
L9H0: QK relative_change=0.01730, Q/K signed_shares=0.4625/0.5375; OV relative_change=0.01425, O/V signed_shares=0.6926/0.3074
L9H1: QK relative_change=0.01371, Q/K signed_shares=0.5096/0.4904; OV relative_change=0.01142, O/V signed_shares=0.4141/0.5859
L9H2: QK relative_change=0.01681, Q/K signed_shares=0.4153/0.5847; OV relative_change=0.01519, O/V signed_shares=0.5893/0.4107
L10H2: QK relative_change=0.01053, Q/K signed_shares=0.5299/0.4701; OV relative_change=0.01504, O/V signed_shares=0.7219/0.2781
L11H2: QK relative_change=0.01861, Q/K signed_shares=0.4694/0.5306; OV relative_change=0.00967, O/V signed_shares=0.4070/0.5930
L12H2: QK relative_change=0.02834, Q/K signed_shares=0.7805/0.2195; OV relative_change=0.00962, O/V signed_shares=0.6356/0.3644
Maximum relative decomposition residual: 3.1862454301693456e-14

These identities locate parameter-product changes, not their causal effects on answers.

```