The thought of Ms. Henderson filled Carol with a sense of dread. She’d been a nervous wreck all day. It seemed impossible. But there it was. Her daughter, Amy, was in the very same class. And Ms. Henderson's teaching style had been a disaster for her own childhood. She was certain of it.

Later, she hovered outside the classroom door, listening to the muffled sounds of the lesson. It was exactly as she remembered. The tone of Ms. Henderson's voice. The familiar cadence. It was all too reminiscent of a past she’d rather forget.

Her palms began to sweat. She wanted to yell and run. To whisk Amy away. Instead, she took a deep breath and walked in.

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