The list, written on a cocktail napkin, lay crumpled on the kitchen counter. *See a Broadway show.* *Take a pottery class.* *Be a better listener.* He almost laughed. A better listener? He, who had a degree in counseling? The hypocrisy was astounding.

He picked up the napkin and flattened it, smoothing out the creases with his thumb. He thought about what else could be written on the list. *Lie, cheat, and manipulate.* He felt a pulse of heat rise in his chest.

He tossed the napkin into the trash, the gesture abrupt. He knew this person. He knew all the lies and the manipulations. He opened the fridge and grabbed a beer. He was so tired of this.

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