The sun was setting, casting long shadows across the living room. He’d spent the day arguing with contractors and trying to find someone, *anyone*, who could fix the leaking roof. The stress had him on edge, and his patience was wearing thin.

He was examining the fireplace, muttering about the poor workmanship, when he noticed a slight irregularity in the brickwork. It seemed…off. He pressed against it, and a section of the wall slid inward, revealing a small, dark room.

He scoffed, a bitter sound. Another secret. Another problem to add to the already overflowing list. He stepped back, a tight smile playing on his lips. This house was a joke. A very expensive joke.

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