The way Liam spoke about his family was off. He had never met his aunt, as she lived in another state. Today, he was talking about her in vivid detail, referencing a specific incident that he knew nothing about until writing about it in the journal. It was a small detail, but it was just enough to make a shadow settle over his mood.

He sat back in his chair, trying to appear nonchalant while he pretended to be studying. His roommate, Alex, was sitting on his bed, eyes averted. His gut told him this was too much. A wave of anger washed over him, followed by a surge of unease.

“Something wrong, man?” Alex asked, his voice low. Liam just stared, unable to respond, a tight feeling in his throat.

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