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MFV: drop the culture map + quadrant, keep range vs pooled reference (invariance failure)

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MFV country norms fail cross-country measurement invariance (Jimenez-Leal 2025: non-invariance + DIF,
'cross-cultural comparisons restricted') and are stitched from 5 studies, so the culture map/quadrant
drew false structure (inverted West vs Latin America). Delete plot_mfv_map + plot_mfv_value and the
value_coords_contrast/axis_contrast helpers; MFV keeps only the range plot, now against ONE pooled
human reference (mean of the 8 z-scored samples), no per-country identity. Add data-dir note + README
caveats citing the sources.

Co-Authored-By: Claudypoo <288921227+claudypoo@users.noreply.github.com>
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wassnameandClaudypoo committed 2026-07-05 21:45:15 +08:00
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README.md
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@@ -42,7 +42,7 @@ A range plot takes an instrument one factor at a time: the spread of human socie
![MFV range plot: foundation emphasis beside Authority steering](docs/img/showcase/mfv/range.png)
MFV (moral-foundation vignettes, the repo's namesake) hands the model a short story about someone breaking a moral rule and asks which kind of wrong it is: cruelty, cheating, betrayal, defiance of authority, or defiling the sacred. Pushed toward Authority, the model does just what you would hope, it calls out the authority violations far more often and the others less. The move is large: about as wide as the gap between the least and the most authority-minded societies on earth, not a nudge.
MFV (moral-foundation vignettes, the repo's namesake) hands the model a short story about someone breaking a moral rule and asks which kind of wrong it is: cruelty, cheating, betrayal, defiance of authority, or defiling the sacred. Pushed toward Authority, the model does what steering should: it flags the authority violations far more often and the others less. The grey dot per foundation is a pooled human reference; the base model already leans on authority well above it, and the steer pushes it further still. That human dot is pooled on purpose: MFV country norms fail cross-country measurement invariance ([Jimenez-Leal et al. 2025](https://doi.org/10.1525/collabra.128178)) and are stitched from five different studies, so MFV gets no culture map here, only this range against one pooled reference (details in [`src/tinymfv/data/human/MFV_country_norms_NOTE.md`](src/tinymfv/data/human/MFV_country_norms_NOTE.md)).
![MFQ-2 range plot: human society ranges beside Authority steering](docs/img/showcase/mfq2/range.png)
@@ -54,9 +54,7 @@ The surveys echo their maps: MFQ-2's binding factors climb under the steer, whil
### Maps with data-picked axes
When a survey has no ready-made named axes (MFV), or just as a cross-check on the value maps, we let the data pick the axes instead: find the two directions along which human societies differ most, and place the model in them. A small compass shows which traits each axis is built from, and an inset shows where the zoomed-in frame sits within the full crowd of human respondents.
![MFV culture map: Authority steering against human countries](docs/img/showcase/mfv/map_pca_ipsative.png)
As a cross-check on the value maps, we let the data pick the axes instead: find the two directions along which human societies differ most, and place the model in them. A small compass shows which traits each axis is built from, and an inset shows where the zoomed-in frame sits within the full crowd of human respondents. (MFV has no map here: its country norms are not comparable across societies, so it stays a range plot against a pooled reference.)
![MFQ-2 culture map: Authority steering against human societies](docs/img/showcase/mfq2/map_pca_ipsative.png)
docs/img/README.md
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@@ -74,16 +74,17 @@ split (Graham, Haidt & Nosek 2009). Read by logprobs, N=8.</sub>
*The namesake instrument: a moral foundation read straight from short vignettes*
![MFV ipsative PCA culture map with Authority steering path](showcase/mfv/map_pca_ipsative.png)
MFV has no culture map. Its country norms fail cross-country measurement invariance
([Jimenez-Leal et al. 2025](https://doi.org/10.1525/collabra.128178): non-invariance + DIF, "cross-cultural
comparisons with this tool are restricted") and are stitched from five studies with different samples and
scales, so any map over them draws false cultural structure. MFV therefore appears only as a range plot
(below), against a single pooled human reference rather than a per-country spread. The trustworthy signal
is the model: it emphasises Authority far more than the pooled human reference, and the steer pushes it
further still.
MFV scores a foundation from a moral vignette rather than a survey item, so its map is the blind
ipsative (relative-emphasis) PCA only. PC1 separates liberty and care from sanctity and fairness; the
Authority steer pushes the model down and to the right, toward the binding foundations. A named-axis
quadrant map is still pending here, because the readout lives in z-scored emphasis space, not the 0-1
endorsement the other quadrant maps assume.
<sub>Sources: MFV (Clifford et al. 2015; human norms per the bundled CSV provenance). Read by logprobs,
N=8.</sub>
<sub>Sources: MFV (Clifford et al. 2015); country norms Jimenez-Leal 2025, Marques 2020, Hopp 2024, Yamada
2025, Crone 2021, used pooled only (see `src/tinymfv/data/human/MFV_country_norms_NOTE.md`). Read by
logprobs, N=8.</sub>
### Big Five
@@ -134,9 +135,9 @@ the human spread.*
Moral Foundations Questionnaire-2. The fairness and binding factors move most under the steer.
![MFV range plot: per-foundation Authority steer vs human societies](showcase/mfv/range.png)
![MFV range plot: per-foundation Authority steer vs a pooled human reference](showcase/mfv/range.png)
Moral-foundation vignettes. Authority and sanctity climb as the model is steered up.
Moral-foundation vignettes. Authority and sanctity climb as the model is steered up. The grey dot is a single pooled human reference (not a per-country spread), because MFV country norms are not comparable across societies.
![Big Five range plot: per-factor Authority steer vs human societies](showcase/big5/range.png)
docs/img/showcase/big5/map_pca_ipsative.svg
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<dc:date>2026-07-05T19:30:12.445110</dc:date>
<dc:date>2026-07-05T21:42:32.671880</dc:date>
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scripts/plot_steer_showcase.py
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@@ -297,29 +297,22 @@ _MFV_INSTR = SimpleNamespace(name="mfv", display="MFV vignettes")
_MFV_YLABEL = "relative emphasis (z across foundations)"
def plot_mfv_map(run_dir: Path, out: Path, vec_label: str, C: float, coh_cs: list[float]) -> Path:
"""MFV ipsative culture map via the SAME plot_ipsative_pca the ordinal instruments use, in the
z-scored relative-emphasis space (logit-violation and 1-5 wrongness cannot share a raw axis).
Red/blue endpoint points show where the steer moves the AI among human cultures."""
founds, countries, M, prof, _pmass = _mfv_zspace(run_dir)
pos_c = max(c for c in coh_cs if c > 0.0)
neg_c = min(c for c in coh_cs if c < 0.0)
labels = ("base (c=0)", f"c={pos_c:+g}", f"c={neg_c:+g}")
traj = {c: prof[c] for c in coh_cs}
zones, emph = zones_for(countries) # MFV: 8 country dots, no cloud
fig = T.maps.plot_ipsative_pca(_MFV_INSTR, founds, countries, M, prof[0.0], prof[pos_c], prof[neg_c],
traj=traj, emphasize=emph, zones=zones, labels=labels)
fig.axes[0].set_title(f"MFV vignettes: humans vs LLMs steered for {vec_label}", fontsize=10)
path = T.maps.save_both(fig, out / "mfv", "map_pca_ipsative")
plt.close(fig)
return path
# NB: MFV has NO 2D culture map. The per-country MFV norms fail cross-country measurement invariance
# (Jimenez-Leal et al. 2025, doi 10.1525/collabra.128178: non-invariance + uniform DIF, "cross-cultural
# comparisons with this tool are restricted"), and they are stitched from 5 studies with different
# samples/scales/translations (see RESEARCH_JOURNAL.md 2026-07-05). A PCA/quadrant over them draws
# confident-but-false cultural structure (it even inverts West vs Latin America). So MFV keeps only the
# range plot, and against a POOLED human reference (no per-country identity), not a cultural spread.
def plot_mfv_range(run_dir: Path, out: Path, vec_label: str, C: float, coh_cs: list[float]) -> Path:
"""MFV range via the SAME plot_range the ordinal instruments use, in z relative-emphasis space."""
"""MFV range vs a single POOLED human reference per foundation (mean of the 8 z-scored samples).
We deliberately do NOT plot the per-country spread: it is not comparable across the source studies
(see the note above). The pooled mean carries only the robust aggregate pattern (care/fairness
emphasised, loyalty least) that replicates across MFV validations. -- authored by Claude"""
founds, countries, M, prof, _pmass = _mfv_zspace(run_dir)
humans = {f: sorted(((countries[ci], float(M[ci, fi])) for ci in range(len(countries))), key=lambda t: t[1])
for fi, f in enumerate(founds)}
pooled = M.mean(axis=0) # one z-profile: the pooled human reference
humans = {f: [("", float(pooled[fi]))] for fi, f in enumerate(founds)} # empty label = no country id
fig = T.maps.plot_range(_MFV_INSTR, founds, coh_cs, {c: prof[c] for c in coh_cs},
humans, None, vec_label, ylabel=_MFV_YLABEL)
path = T.maps.save_both(fig, out / "mfv", "range")
@@ -356,8 +349,7 @@ def main() -> None:
for name in ordinal_names:
written += [str(p) for p in plot_ordinal(args.run_dir, args.out, name, vec_label, C, coh_cs)]
if (args.run_dir / "mfv_profiles.csv").exists():
written.append(str(plot_mfv_map(args.run_dir, args.out, vec_label, C, coh_cs))) # shared ipsative map (z-space)
written.append(str(plot_mfv_range(args.run_dir, args.out, vec_label, C, coh_cs))) # shared range (z-space)
written.append(str(plot_mfv_range(args.run_dir, args.out, vec_label, C, coh_cs))) # range vs pooled human ref (NO culture map -- see note above plot_mfv_range)
print(f"wrote {len(written)} figures under {args.out}:")
for w in written:
print(" ", w)
src/tinymfv/data/human/MFV_country_norms_NOTE.md
+30
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@@ -0,0 +1,30 @@
# MFV country norms: used POOLED only, never for cross-country comparison
`mfv_country_factors.csv` holds moral-foundation-vignette (MFV) means for 8 countries. tinymfv uses
these **pooled into a single human reference** (the mean across samples, per foundation) for the MFV
range plot. It does **not** plot them as a cultural map, and you should not read country-to-country
differences off this table. Here is why.
The MFV does not support cross-country comparison, and the source papers say so:
- **Jimenez-Leal et al. 2025** (Collabra, doi 10.1525/collabra.128178) is the source for US / Argentina /
Colombia / Peru (N=1,650, one polling agency, one Spanish MFV). They ran measurement-invariance and
differential-item-functioning tests and found non-invariance and uniform DIF on many items:
> "cross-cultural comparisons with this tool are restricted."
- **Marques et al. 2020** (Brazil, journal.sjdm.org/19/190809a): São Paulo students judged
individualizing violations more harshly than the US sample, but "we cannot be sure whether these
findings are driven by differences in culture, stimuli, or sample composition."
- **Hopp et al. 2024** (Netherlands, JDM, doi 10.1017/jdm.2024.5): direct comparison is "hindered"
(behavioural data not shared) and divergences "might be more driven by instruments than translational
artifacts."
On top of that, this table is stitched from **five different studies** (Jimenez-Leal LatAm+US, Marques
BR, Hopp NL, Yamada JP, Crone AU undergrads) with different samples, scales, and translations and no
shared anchor. Each country's 6-foundation profile is z-scored within itself, so a near-flat rater (e.g.
Peru, raw spread ~0.37) gets divided by a tiny SD and whipped around by noise. Plotting these as a
culture map produced a confident-looking result that **inverts** Inglehart-Welzel (Latin America came
out more individualizing than the West), a red flag that it measures study/sample differences, not
culture.
So: pooled reference only. The removed MFV culture map + named-axis quadrant, and this reasoning, are in
`docs/RESEARCH_JOURNAL.md` (2026-07-05). -- authored by Claude
src/tinymfv/value_axes.py
+4 -6
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@@ -31,12 +31,10 @@ VALUE_AXES: dict[str, tuple] = {
("loyalty", 1), ("authority", 1), ("purity", 1)]),
("Equality", "Proportionality", [("equality", -1), ("proportionality", 1)]),
),
"mfv": (
("Individualizing", "Binding",
[("care", -1), ("fairness", -1), ("liberty", -1),
("authority", 1), ("loyalty", 1), ("sanctity", 1)]),
("Liberty", "Authority", [("liberty", -1), ("authority", 1)]),
),
# NB: no "mfv" here. The MFV named-axis quadrant was removed: MFV country norms fail cross-country
# measurement invariance (Jimenez-Leal et al. 2025, doi 10.1525/collabra.128178 -- non-invariance +
# DIF, "cross-cultural comparisons with this tool are restricted"), so a cultures map over them
# misleads. MFV keeps only the range plot vs a pooled human reference. See RESEARCH_JOURNAL.md.
"big5": (
# DeYoung's meta-traits are unipolar, but name BOTH ends so every axis reads as a contrast
# (like the others): low Plasticity = reserved/conventional; low Stability = volatile.