David’s face flushed. The publication of his diary felt like a personal attack. He was on the brink of an important promotion at work. He sat stiffly in his chair, the glow of the screen reflecting in his widened eyes. “David’s Deepest Secrets Unveiled!” The words seemed to jump off the page and punch him in the gut.

He ran a hand through his hair, tugging at the strands. The cheap, plastic blinds in his apartment rattled in the breeze from the open window. He felt a throbbing pulse in his temple. He thought of his colleagues, the partners, the very people whose approval he craved. He wanted to shout. He wanted to scream.

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