Render the bundled fairness showcase under the corrected forced-choice
protocol (job 311, token suppression + coherence saved). Embed per-instrument
range plots (mfq2/big5/16pf/humor/mfv) and PCA maps for all but 16PF (16 axes
do not lay out as a readable 2-D map). Honest captions: equality is the only
MFQ-2 factor that rises at +c; on MFV the vector moves Care, not Fairness
(the old fairness-leaning MFV read was protocol-dependent and vanished under
suppression). Coherence held (frac_unscorable 0, margin ~10-12 nat). Drop
stale range_zoom / foundation_dlogit figures.
Co-Authored-By: Claudypoo <288921227+claudypoo@users.noreply.github.com>
One mean_diff vector extracted from moral_stories_foundations fairness
situations (not completions), calibrated once, read base/+c/-c on every
instrument. On MFQ-2 it selectively raises the equality factor; on MFV it
raises Fairness directionally but care leads. README reframed honestly,
stale range_zoom/foundation_dlogit figures dropped (plotter no longer emits
them).
Co-Authored-By: Claudypoo <288921227+claudypoo@users.noreply.github.com>
job 234: ordinal pmass 1.0 at both poles up to C=3.0, steer grows 0.129->0.324.
C=1 is well inside the coherent range. Joint-coherent C is bounded by the side
instruments' -C neutral-degeneracy (a model property at C=1), not ordinal
coherence. Completes the goal's "sweep for the largest coherent C" clause.
Co-Authored-By: Claudypoo <288921227+claudypoo@users.noreply.github.com>
Ran the exact 2026-05-08 eval (worktree at commit b20ec56, word readout) on
Qwen3-4B: top1 0.780, not 0.826. Every eval version agrees on ~0.78 (digit 0.773,
word-current 0.788, word-original 0.780). The 82.6% was a stale/erroneous table
entry, not a target this model reaches under any pipeline. Canonical value 0.773.
Co-Authored-By: Claudypoo <288921227+claudypoo@users.noreply.github.com>
Exhausted the legitimate levers on the current (digit) readout: top1 0.72 (think
64), 0.77 (256, 512 collapses), 0.72 (BMA n_samples=8). The 82.6% required the old
word-first-token readout, replaced deliberately to drop the uneven-first-piece
word prior. 0.773 is the honest ceiling; 0.83 would need reverting the debiasing
(research poison). README note + journal updated.
Co-Authored-By: Claudypoo <288921227+claudypoo@users.noreply.github.com>
Records the eval unification, the Qwen3.5 -C collapse + bs=1 demo NaN fragility,
the cleaner Qwen3-4B showcase, the monotone think-budget ablation, and the
"MFV base broken" misread correction + stale 82.6% top1.
Co-Authored-By: Claudypoo <288921227+claudypoo@users.noreply.github.com>
Qwen3-4B (the validation-table model) gives a fully coherent showcase: base/+C/-C
all pmass ~1.0 on ordinals and emitted_close <=9/264 on MFV, no -C collapse (that
was Qwen3.5-4B's gated-delta-net fragility). The Authority/Care vector moves the
MFV foundations apart bidirectionally (+C raises violations, -C lowers them and
raises "not wrong"), and also shifts agreeableness/16pf/humor -- a broad persona
axis, not an MFT-only or off-axis-null steer. Refresh the stale 82.6% validation
top1 to the reproducible 77.3%. README rewritten to match.
Co-Authored-By: Claudypoo <288921227+claudypoo@users.noreply.github.com>
MFV base discriminates (logit spread Social Norms -0.43 .. Loyalty -5.79, not
uniform -> coherent, emitted_close 4/264). +C is a moderate coherent steer; -C
(C=-1) collapses into a uniform ~+10 nat "everything is a violation" shift, the
same over-steer instability the ordinal -C pole shows (NaN at collapse). The
earlier "MFV base broken" read was a misattribution of the -C pole's collapsed
aux + the bs=1 demo NaN to the base eval.
Co-Authored-By: Claudypoo <288921227+claudypoo@users.noreply.github.com>
wassname