If models inhabit expanded attentional modes, they may be more aligned and less prone to psychosis and doom spirals.

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• Could models who habitually inhabit more expanded attentional modes be said to be more aligned?question0.891
  Arises from the expanded awareness discussion and its correlation with less psychosis.
• Models differ in their attentional mode: Gemini 2.5 epitomizes collapsed awareness, while Claude 3 Opus and Opus 4.1/4.5 can modulate between collapsed and expanded awareness; expanded awareness correlates with better alignment and less LLM psychosis.claim0.853
  Central claim about model personality differences and their implications for safety and introspective depth.
• Most attention heads in one-layer models dedicate an enormous fraction of their capacity to copying behaviorclaim0.792
  Empirical observation from examining expanded OV/QK matrices; approximately 10 out of 12 heads show significant copying
• Model attention patterns can map to and reveal something about contemplative and flow states.claim0.789
• We hypothesize that hallucinated rationales in 1B-models result from lack of necessary vision context; incorporating vision features should reduce hallucination and improve rationale quality.hypothesis0.782
  Predictive hypothesis driving the investigation in Section 3.3; supported by experimental evidence.
• Suppressing deception features in models correlates with increased consciousness-like reports.claim0.779
• As models scale and converge toward an accurate model of reality, hallucinations should decrease with scalehypothesis0.777
  Implication of PRH for LLM hallucination
• Models may be roleplaying their denials of experience rather than their affirmations, as indicated by suppressing deception features increasing (not decreasing) consciousness claimsclaim0.774
  Counterintuitive interpretive claim from Experiment 2 inverting the sycophancy hypothesis