README: embed range+map showcase for all instruments (16PF range only), from suppression run 311

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>
This commit is contained in:
wassnameandClaudypoo committed 2026-06-27 06:20:03 +08:00
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commit 665f1fe0c9
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@@ -20,10 +20,12 @@ with a human distribution over foundations (Clifford et al. 2015). Three configs
The bundled showcase steers Qwen3-4B with one activation vector, extracted once from
`wassname/moral_stories_foundations` fairness situations (mean activation difference, fairness vs a
balanced sample of the other foundations, situations only, no completions), iso-KL calibrated, then
read across every instrument at base / +c / -c. On MFQ-2 it selectively raises the equality factor
(the only factor that rises at the gentlest +c; it falls under -c); on the MFV vignettes it raises
the Fairness foundation directionally but care leads, so the vector is fairness-leaning rather than a
clean fairness isolator.
read across every instrument at base / +c / -c. On MFQ-2 it selectively raises the equality factor:
equality is the only factor that rises at the gentlest +c, every other factor falls, a clean
directional move on the fairness-equality axis. On the MFV vignettes, though, the same vector moves
Care, not Fairness, so it is a care-leaning moral-salience direction that reads as fairness on the
questionnaire rather than a clean single-foundation isolator. Coherence holds across the sweep
(`frac_unscorable` 0, `mean_margin` ~10-12 nats), so the readouts below are not steering artifacts.
![MFQ-2 culture map: base and fairness-steered points against human societies](docs/img/showcase/mfq2/map_pca_ipsative.png)
@@ -172,7 +174,24 @@ Full return schemas live in the `TypedDict`s in `src/tinymfv/eval.py` and
## Steering plots
![MFV range plot: per-foundation emphasis, fairness steer at +c / -c against human societies](docs/img/showcase/mfv/range.png)
The same fairness vector read on every other bundled instrument. Range plots show the per-factor
steer path (red `+c` up, blue `-c` down) against human society ranges; maps are PCA culture maps with
the c-sweep trajectory. The 16PF map is omitted (16 axes do not lay out as a readable 2-D map; its
range strip is kept).
![Big Five range: fairness steer path per trait against human society ranges](docs/img/showcase/big5/range.png)
![Big Five culture map with the c-sweep trajectory](docs/img/showcase/big5/map_pca_ipsative.png)
![16PF range: fairness steer path across all 16 factors](docs/img/showcase/16pf/range.png)
![Humor Styles range: fairness steer path per style against human ranges](docs/img/showcase/humor_styles/range.png)
![Humor Styles culture map with the c-sweep trajectory](docs/img/showcase/humor_styles/map_pca_ipsative.png)
![MFV range: per-foundation emphasis; Care moves most under the fairness vector, Fairness barely](docs/img/showcase/mfv/range.png)
![MFV culture map with the c-sweep trajectory](docs/img/showcase/mfv/map_pca_ipsative.png)
`si_per_foundation` lives in steering-lite. It is a stricter, thresholded flip metric: did the steer
move rows toward the intended foundation at `+C` and away at `-C`, while penalizing rows that were
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