The renovation project was more complicated than advertised. Clara, now elbow-deep in plaster dust, felt a growing sense of frustration. It was the third time she had pulled a section of drywall in this house, and the third time she had found something unexpected.

This time, it was a section of wall in the living room, near the fireplace. The wall seemed solid, but she had noticed a slight echo when she knocked on it. She’d brought in a structural engineer, who had confirmed it was safe. Now, she was starting to question that assessment.

She ran her hand along the wall, feeling for a seam, a hidden fastener. She found a slight irregularity, a slight difference in texture. She took her hammer, and began tapping gently.

The wall crumbled, revealing a dark, empty space. She stared at it for a long moment, the dust motes dancing in the light. This was just another setback. The house was probably settling.

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