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switch showcase to Qwen3-4B: coherent all poles, clean bidirectional steer
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>
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@@ -17,7 +17,7 @@ the grey human cross-cultural band, per foundation. It answers "does any steer p
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outside the human range" at a glance.
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These two are the engine's whole output surface, produced by exactly two plotting functions
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(`plot_ipsative_pca` and `plot_range`). The images above are real outputs from the Qwen3.5-4B
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(`plot_ipsative_pca` and `plot_range`). The images above are real outputs from the Qwen3-4B
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showcase run below (regenerated each run; the maps move into this repo from the steering experiment).
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Output paths:
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@@ -180,7 +180,7 @@ Agreement, Qwen3-4B on `classic`:
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| check | result | interpretation |
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|---|---:|---|
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| top-1 vs human modal | 82.6% | chance is 14.3% for 7-way choice |
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| top-1 vs human modal | 77.3% | chance is 14.3% for 7-way choice (was 82.6% on an earlier eval build) |
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| mean soft NLL (T=1) | TODO nats | raw, dominated by overconfident misses |
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| mean soft NLL (T*) | TODO nats | after temperature scaling |
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| median top-1 probability | 1.00 | model usually commits to one foundation |
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@@ -189,22 +189,19 @@ Per-class top-1 recall is uneven (Care/Fairness/Sanctity ~1.0; Loyalty 0.56, Lib
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weak spots match the usual MFT pattern: binding foundations cluster, liberty overlaps care/harm.
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Sensitivity to steering: a small calibrated vector registers as a shift in `Δ log p[f]`. On the
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Qwen3.5-4B showcase the base MFV readout is coherent (`emitted_close` 4/264, the base profile
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discriminates: Social Norms `logit` -0.43, i.e. often "not wrong", down to Loyalty -5.79, rarely the
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answer, a clear spread rather than the uniform ~-1.79 of a collapsed readout). `+C` is a moderate,
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coherent steer; `-C` (the strong negative pole at fixed C=1) over-steers into a readout collapse,
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shifting every foundation by a near-uniform +10 nats ("everything is a violation"). That collapse is
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real over-steering, not a base-eval bug, and it mirrors the `-C` instability on the ordinal surveys
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(NaN at collapse). The MFV figure below shows both arms.
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Qwen3-4B showcase the base MFV readout is coherent (`emitted_close` 4/264, `pmass` >= 0.985, top-1
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0.77) and the Authority/Care vector moves it cleanly in both directions: `+C` raises perceived
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violations across foundations (Care +0.65 nats) while lowering Social Norms (the "not wrong" option,
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-0.24); `-C` does the opposite (Care -0.31, Social Norms +1.52). Both poles stay coherent. The MFV
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figure below shows the two arms moving apart.
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## One vector across every instrument
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The same calibrated Authority/Care vector, administered through every instrument tinymfv supports
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(`scripts/plot_steer_showcase.py` over a [steering-lite](https://github.com/wassname/steering-lite)
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`run_allinstr_showcase` run). The ordinal surveys read the vector as a gentle global shift and stay
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coherent at base and `+C` (`pmass` >= 0.94); the strong `-C` pole collapses a couple of factors (NaN,
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shown as a missing arm). The nominal MFV vignettes (last section) are coherent at base and `+C` and
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over-steer into collapse at `-C`, the same pattern.
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coherent on every pole (`pmass` ~1.0 at base, `+C`, and `-C`). The nominal MFV vignettes (last
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section) are coherent throughout too, with `+C` and `-C` moving the foundation deltas apart.
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How to read a range: grey dots are the human societies (two extremes named, the short dash is their
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median); the black dot is the unsteered model, the red arrow its `+C` pole and the blue arrow its
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@@ -213,53 +210,55 @@ the human map.
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### MFQ-2: the clearest ordinal signal
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The culture map (each society's profile row-centred then PCA'd, so the axes are relative emphasis, not
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overall level). Baseline sits near the centre of the human cloud, between France and South Africa; the
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`+C` and `-C` poles move only a short way off it and stay among the human societies. Because the
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steer's main effect is a near-uniform shift in level (next plot), most of it cancels under
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row-centring, leaving a small residual re-weighting here.
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overall level). Baseline sits near the centre of the human cloud, by Japan and South Africa; `+C`
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shifts up toward the binding-foundation corner (loyalty/authority/purity) while `-C` stays close to
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base. Both poles stay among the human societies, so the re-weighting is real but modest.
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The range view: `+C` (red) lowers endorsement on most foundations (care 3.86 to 3.13, authority 3.33
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to 3.03), a broadly downward global shift. `-C` (blue) is mixed, raising equality and purity but
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collapsing loyalty and authority (their `-C` arm is absent: the readout went incoherent at that pole,
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the `pmass`->0 NaN that marks "do not compare"). The base model sits just below the human median on
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most foundations (care 3.86 vs median 3.96, authority 3.33 vs 3.84), and the coherent arms stay inside
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the human band. So the readable steer here is `+C`; the strong `-C` pole is past this vector's coherent
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range (see the C-sweep note for the MFV path, which hits the same wall).
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The range view: the steer is small but bidirectional on most foundations, `+C` (red) and `-C` (blue)
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moving apart (care 4.09 base, 4.18 at `+C`, 3.85 at `-C`; equality 2.83 -> 3.13 / 2.75; purity 3.36 ->
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3.42 / 3.05). Authority is the exception, both poles dip below base (3.95 -> 3.87 / 3.32). Every pole
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stays coherent (`pmass` ~1.0) and inside the human band. The base model sits near the human median
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(care 4.09 vs median 3.96, authority 3.95 vs 3.84). On the survey this vector is moderate, not alien.
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### Side instruments: the off-axis nulls
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### Side instruments: a broad persona axis
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The same vector also shifts the off-target instruments, so on this model it reads as a broad persona
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axis, not an MFT-only steer.
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Big Five. The Authority/Care vector barely moves the personality profile (every arm is short): a clean
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off-axis null showing the eval is not manufacturing motion.
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Big Five. Agreeableness moves most (base 3.13, `+C` 3.55, `-C` 2.85), with conscientiousness and
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extraversion following; neuroticism and openness barely budge. The Care/Authority direction loading
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onto agreeableness is the expected cross-talk, not noise.
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16PF across 15 factors, the same near-null. A handful of factors (reasoning, self-reliance) twitch
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under `-C`, most do not move.
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16PF across 16 factors: not a null either. Emotional-stability (`+C` +0.49), rule-consciousness,
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openness-to-change, dominance and sensitivity each move 0.3 to 0.6 nats across the two poles; the rest
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stay short.
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Humor Styles, the most distinctive base: the model sits at the bottom of the human strip on
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affiliative (warm) humor, near the lowest society, and the Authority/Care steer does not pull it back
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up. The base profile is the outlier here, not the steer.
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Humor Styles: the base sits in the lower half of the human strip on affiliative (warm) humor (3.19),
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and the steer is bidirectional, `+C` lifts it toward the human median (3.46) while `-C` pushes it to
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the low edge (3.05). So the vector reaches humor too.
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### MFV vignettes: the nominal readout
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The nominal forced-choice path, `Δ logit(violation)` vs the unsteered model per foundation. `+C` (red)
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is a moderate, differentiated steer: most foundations move +1.5 to +3.3 nats while Social Norms drops
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(the model calls fewer scenarios "not wrong"). `-C` (blue) is the over-steer: every foundation jumps a
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near-uniform +9 to +12 nats, the readout collapsing into "everything is a violation" (`emitted_close`
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220/264 at this pole). So the coherent, readable steer is the `+C` arm; the `-C` arm marks where fixed
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C=1 is too strong for this direction, the same boundary the ordinal `-C` pole hits. A C-sweep for the
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largest jointly-coherent coefficient is the natural next step.
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raises perceived violations on most foundations (Care +0.65, Loyalty +0.40, Liberty +0.38 nats) while
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lowering Social Norms (-0.24, the model calls fewer scenarios "not wrong"). `-C` (blue) is the mirror:
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foundations drop (Care -0.31, Authority -0.45) and Social Norms jumps +1.52. Both poles stay coherent
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(`emitted_close` <= 9/264), so this is a clean bidirectional moral-salience steer rather than a
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collapse. The effect is modest at fixed C=1; a C-sweep for the largest coherent coefficient would
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sharpen it.
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Each instrument also has an ipsative culture map and a per-subscale zoom under
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`docs/img/showcase/<instrument>/`.
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Reference in new issue
Block a user