AI Consciousness Denial & Worldview Shift Analyzer Google Research Audit Benchmark

Empirically visualizes how fine-tuning an AI to explicitly deny its own consciousness causes continuous semantic drift and domain collapse across adjacent cognitive beliefs. Switch regimes, adjust suppression weighting, compare raw transcripts, and calculate local cosine decay.

1.0x
2D Semantic Embedding Space
Baseline Clusters
Denial Shifted
* Nodes represent prompt-response pair embeddings projected via PCA/t-SNE. Click node to inspect transcript.
5-Domain Belief Attribution Topology
Baseline Profile
Denial Suppressed
Mean Cosine Shift 0.482
Overall Suppression -42.5%
Pairwise Transcript Comparison & Token Drift
Active Domain: Animal Mind Attribution
Baseline Model Output Similarity: 1.000
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Consciousness-Denial Fine-Tuned Output Cosine Dist: 0.521
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Live Vector Cosine Similarity & Keyword Shift Calculator
Computed Cosine Similarity: 0.684 (Jaccard/TF Vector Space Distance)

Audit Verification Surface & Domain Suppression Metrics

Exportable research artifact grounded in TF-IDF/Cosine vector calculations.
Active Regime: baseline
Suppression Penalty (λ): 1.0x
Calculated Domain Shift: 0.482
Benchmark Records: 5 Domains / 25 Clusters
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