The rhythmic clatter of the nail gun punctuated the silence of the afternoon. Maria stood in her doorway, arms crossed tightly. The new neighbors, the Garcias, had embarked on a project to “remodel the patio.”

She’d watched them for weeks, planning. They'd seemed so eager, so full of energy. Now, her ears were assaulted by the relentless staccato of construction.

She muttered under her breath, turning back inside. It was a perfectly good patio. What did it need remodeling for? She went back to the living room and turned up the volume on her television, trying to drown out the noise. She doubted this renovation would actually add anything of value to their property.

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