The crisp white envelope felt like a viper in her hand. Sarah almost dropped it, the paper crackling a hostile message. Ten years. Ten years since David, her brother's best friend, had publicly humiliated her at her high school graduation party. Now this. He probably thought this letter, stained with what looked like expensive ink, would be a cure-all. A smooth, well-crafted apology. She ripped it open, her fingers moving with a swiftness that bordered on violence. The words inside, carefully chosen and filled with remorse, felt insincere, oily, and utterly unwelcome. She crumpled the letter, the paper echoing the tight knot in her stomach.

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