The title alone, "A Portrait of Ava," was enough to give Daniel a jolt. Ava, his girlfriend, had always talked about writing a biography. But this was…different. It was fiction, but the protagonist's mannerisms, her favorite perfume, the tiny scar above her eyebrow…it was all Ava.

He'd been curious, yes, but now that he was reading, his curiosity had morphed into something akin to dread. He ran a hand through his hair, a nervous habit. The language was flowery, overly sentimental, almost mocking in its depiction of him as a "loyal and stoic" partner.

He felt a sudden chill, a sense that he was being judged, analyzed, dissected. He shut the laptop, the sudden darkness a physical relief.

Emotion: skeptical

Cluster: Suspicion / Vigilance
PC1 (Valence): -0.02 Negative
PC2 (Disposition): 1.45

Role in Research

This story is one of 1,000 stories generated for the emotion skeptical. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 skeptical stories, after denoising with neutral dialogue baselines, produces the skeptical emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the skeptical vector is projected through the unembedding matrix.

Promoted:
de0.468
que0.396
la0.346
a0.333
🧐0.327
Suppressed:
再び-0.304
终于-0.299
再次-0.270
終於-0.263
momentarily-0.255