The grimy windows of the pawn shop seemed to trap the sunlight, casting everything in a perpetual twilight. Amelia hated this kind of place; the desperation, the broken promises, the blatant disregard for sentiment.

The proprietor, a woman with eyes that seemed to have seen everything, gave her a curt nod. "Find something?" Her voice was flat. "Just looking," Amelia said, forcing a smile she didn't feel.

It was nestled in the back of a case, its diamond gleaming under the harsh light. The ring. It represented an emotion, a feeling, a time she had absolutely no patience for. The mere sight of it was enough to make her stomach churn.

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