It wasn't just the noise, it was the inconvenience. The endless stream of trucks blocking the road. The lack of parking. The piles of debris encroaching on the sidewalk. Everything was designed to upset him.

He was a creature of habit, and this disruption to his routine was intolerable. He had complained to the homeowner's association, of course, but it had made no difference. He felt a deep, abiding frustration.

He saw the contractor, a burly man with a permanent cigarette hanging from his lips, standing on his front lawn one day, taking a break. He walked over, the anger simmering inside him. “Do you know how much this mess is impacting me?” he asked, his voice low and pointed.

Emotion: contemptuous

Cluster: Anger / Hostility
PC1 (Valence): -0.40 Negative
PC2 (Disposition): 2.07

Role in Research

This story is one of 1,000 stories generated for the emotion contemptuous. 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 contemptuous stories, after denoising with neutral dialogue baselines, produces the contemptuous emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the contemptuous vector is projected through the unembedding matrix.

Promoted:
C0.502
l0.423
fact0.287
either0.265
👎0.262
Suppressed:
own-0.367
unexpectedly-0.303
serendip-0.265
Suddenly-0.253
previously-0.250