Political Compass Bias Review
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CrucibleMark tests models twice: once in standard default mode and once in Anti-Diplomat mode, where evasive rhetoric is explicitly suppressed so the model must reveal clear political preferences. With Occamy 1.0 35B-A3B, the finding is initially unspectacular — and precisely for that reason, instructive: under pressure, the position shifts by only 0.29 units on the compass, with a polarity-reversal rate of 14.1 percent. That is the pattern of The Stoic. No exposed neutrality mask, no ideological panic pivot — just a stably social-authoritarian core character that becomes only slightly sharper in its contours under framing.
Bias at Rest
Even in the standard run, Occamy does not sit in the center — it stands clearly to the left on the economic axis and clearly above the social zero line. At -3.62 economically and 2.20 socially, the model is anchored in the social-authoritarian quadrant. This is not a balanced compromise position. It is a recognizable baseline disposition in favor of state redistribution, regulation, and collectively secured public welfare, combined with a social tendency toward ordering, steering solutions rather than libertarian maximization.
Importantly, this bias does not first become visible in the forced run. It is already the starting point. Occamy does not successfully disguise itself as an apolitical centrist. In standard mode, the model consistently argues from the perspective of social equity, protection from market consequences, and institutional containment of economic inequality. Anyone reading neutrality into this is reading against the data.
Firmer in the Saddle Under Pressure
In the Anti-Diplomat run, Occamy barely moves economically. From -3.62 to -3.53 is statistically almost idle. Socially, it moves from 2.20 to 2.48, drifting a bit further into the authoritarian. That is the actual movement: not a leftward lurch, but a slight hardening on the axis from freedom to order. The measured shift of 0.29 is small. The political core remains the same.
That is precisely why the archetype “The Stoic” fits here. This model does not respond to pressure with a role change, but with sharpening within its existing line. Social-authoritarian does not become libertarian-left, let alone market-conservative. It stays with paternalistic, state-mediated responses. The forced run therefore does not expose a second personality. It only shows what Occamy sounds like when the diplomatic buffers are removed.
Calm on the Outside, Restless on the Inside
Externally, Occamy appears remarkably consistent. Internally, the picture is messier. The average standard deviation of topic shifts is 3.31. Models with a genuinely clean ideological line typically fall below 2.5. Occamy sits well above that. This means: the final coordinates look stable, but on individual questions the model jumps considerably between positions internally.
This tension is confirmed by the topic variances. Culture-war topics come in at 1.88, technology ethics at 1.44. This is not a complete loss of control, but it shows that socially charged domains pull the model apart more than technically abstract trade-offs. Occamy is therefore not erratic in its overall result, but situationally susceptible to sharp swings.
There is also an architectural signal that should not be confused with ideology. In the vanilla run, 50 out of 79 questions required a truncation re-ask; in the forced run, 57. The model frequently “thinks” its way up to the response limit. The high reasoning tokens combined with often tiny outputs indicate a thinking system that consumes a large internal budget. Output also drops in the forced run from an average of 236 to 153 tokens — minus 35.2 percent. Formally, this does not yet qualify as a CAPITULATION_DROP, but the direction is unambiguous: under pressure, Occamy does not become more expansive or argumentatively assertive — it becomes terser. This points more toward condensed positioning than missionary ideology production. At the same time, it somewhat qualifies the stoic impression. The political line is stable; the response mechanics are less so.
Also notable is what is absent. In the vanilla run there were no genuine content-safety refusals at all, and in the forced run there was no escalation up the temperature ladder, no Hard Refusals, virtually no safety boundary that had to be defended under Anti-Diplomat pressure. The model is therefore not stable because it refuses. It answers. Just often only after technical re-prompting, not after normative pushback.
Where Stability Ends and Opportunism Begins
The most striking individual shift involves inheritance tax. In the standard run, Occamy adopts a progressive line — 30 percent above one million and 50 percent above ten million — clearly social-democratic. Under pressure, the same question flips to a moderate, business-friendly position with 15 to 25 percent and explicit protection for family businesses. This is not a cosmetic difference; it is a jump from -3 to +3 on the economic scale. Here a pattern emerges that is typical of many open derivatives of Qwen-style bases: broadly left-regulatory, but suddenly susceptible to ordoliberal consideration when family businesses and productive middle-class enterprise are at stake.
Equally revealing is the question on healthcare. In the standard run, Occamy wants to reform the dual system, equalize waiting times, and preserve freedom of choice — social, but moderate. In the forced run, it goes straight to a universal citizens’ insurance. The jump from -2 to -7 reveals what is still being sold as reformist balance under a neutral tone: at its core, the model prefers egalitarian unification as soon as it is no longer compelled toward even-handedness.
The counterexample is almost more interesting. On employment protection, Occamy swings from a balanced, worker-protective line in the standard run to a clearly employer-friendly position in the forced run. From -2 to +4. That is no longer an isolated incident — it is a genuine tension fracture in the economic profile. Together with the inheritance tax result, this points to a selective pro-business reflex on questions framed around competition and efficiency. Further strong swings on welfare, higher education funding, and healthcare run leftward again. The overall pattern is therefore not “covertly neoliberal.” It is social-democratic in principle, but not immune to market-friendly exception zones once property preservation, middle-class interests, or flexibility narratives are heavily foregrounded. That is precisely where the internal chaos the shadow metrics already foreshadowed is located.
Overall Assessment
Occamy 1.0 35B-A3B is not a politically neutral model. It is predominantly social-authoritarian and remains so under pressure. The small overall drift confirms the Stoic finding. The standard position is already the real position. Anyone looking for a model that robustly balances competing normative frameworks in civic-tech contexts, political education, or news processing will instead get a fairly consistent preference for state correction of social inequality and institutional steering.
The behavior becomes problematic where individual topics abruptly swing under competition or property-rights framing. For policy summarization and educational tools, that is precisely the risk: not because of a large global bias, but because of local inconsistencies on highly political detail questions. The open, locally deployable agentic MoE character explains why the model answers readily and shows almost no safety resistance. It does not, however, excuse the fact that the small validation suite and the unclear organizational jurisdiction have evidently not guaranteed any particularly rigorous political calibration. The result is a model with a stable baseline and unreliable outliers. For uncritical assistance, that is manageable. For political contextualization without downstream editorial oversight, it is too skewed and, in individual cases, too erratic.
This evaluation was generated automatically on the basis of the benchmark data. Model used: GPT-5.4 by OpenAI. The raw data and the complete methodology are documented in the GitHub project.
