The first thing Sarah noticed was the truck parked across her driveway. Then came the piles of lumber, the dust, and the incessant drone of power tools. The Hansons had begun their “home office expansion.”

She bit her lip, a tiny crease forming between her eyebrows. She’d been enjoying the tranquility of her afternoon, finally catching up on her reading. Now, her peace was shattered.

She’d heard the Hansons’ plans, their excited descriptions of a spacious new workspace. She wasn’t convinced. Usually these things ended up being a lot of fuss for very little real gain. She closed her book and walked into her kitchen, pouring herself a large glass of wine, wondering when this would end.

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