Rain lashed against the windows of the small apartment, mirroring the storm brewing within David. Amelia, his wife, sat at the table, a worn textbook open in front of her. The textbook was in Mandarin. He knew she had been taking classes, but seeing it there, open, filled him with a cold fury.

He slammed his briefcase onto the floor, the sound echoing in the silent room. Amelia looked up, her expression a mix of surprise and, he thought, a touch of something smug. "Ni hao," she greeted him brightly, her pronunciation slightly off.

He grunted, shrugging off his coat. He was tired, and the day had been awful. But now this. He went to the kitchen and poured himself a whiskey, the amber liquid doing little to soothe the sudden chill that had settled over him.

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