The air in the room was thick with the scent of perfume and anticipation. Robert felt a prickly sensation crawling up his spine. He'd agreed to do this out of obligation, a duty to his mother, but the whole setup felt artificial.

He watched as his sister began her speech, her voice full of emotion. Robert felt a pang of something he couldn't quite name. He felt out of place. This wasn’t his world.

He fiddled with the silverware at his place setting, the clinking sound a small act of rebellion. When his name was called, he walked to the microphone, feeling every eye on him. He took a deep breath, trying to dispel the heavy feeling that threatened to overwhelm him.

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