She sat at the kitchen table, the morning sun casting long shadows across the linoleum floor. The letter, its edges frayed and yellowed, lay before her. Addressed to her grandmother, it was filled with childish hopes and dreams. She scanned the lines, her lips pressed into a thin line.

"Dear Grandma, I hope you're happy where you are..." she read. She felt a shiver crawl down her spine. The utter predictability of it. The forced affection. She shoved the letter back into its envelope with a rough hand.

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