The overhead light in the office seemed too bright. Liam squinted, trying to find some relief. He'd never expected to be here. Or to be seeing *her*. He cleared his throat.

Across from him sat Mrs. Davis, the same Sarah who used to hide his lunch on the bus. Now, she was a counselor, and he was the one seeking help. The irony was almost too much.

His pulse quickened. The silence in the room was deafening. He shifted his weight, searching for an ounce of comfort in the oversized chair. He doubted he would find it.

He thought to himself, 'This would be a laugh to all of the kids she used to bully'.

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