The email sat in Liam’s inbox, a blinking red notification. He deleted it, then retrieved it. He deleted it again, each time the act accompanied by a sharp intake of breath. He was sure it was a mistake.

He stalked across his cramped apartment, the chipped paint on the walls suddenly a symbol of his precarity. He had to call them, demand an explanation, force them to see their error.

The name of the "true" recipient, a name he recognized, brought a fresh wave of irritation. That person came from privilege. Liam's stomach churned as he considered the irony: he, the working-class kid, had been mistakenly granted a lifeline, only to have it snatched away. It was an appalling 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