“And then,” Emily gushed, her voice like nails on a chalkboard, “the private jet took off.” She was describing her latest “business trip,” complete with a suite at a five-star hotel and a Michelin-starred dinner.

I sat across from her, a knot forming in my stomach. I knew her “business trips” were to the local bingo hall. I’d seen her there, regularly. I knew the truth, and she was acting as if it were a joke.

I squeezed my eyes shut, trying to quell the rising tide of fury. It was all a complete fabrication. I wanted to grab her shoulders and shake her until the lies spilled out like cheap confetti.

I fumbled with my napkin, my fingers clumsy.

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