The digital screen glowed, the failing grade blinking mockingly. A slow heat crawled up her neck, her cheeks burning. She hadn't even bothered to look at it, too busy mentally listing all the other things she should have been doing. Then she looked.

Her fingers tightened around the phone. She wanted to hurl it across the room and watch it shatter. *What a crock.* All the late nights, the missed parties, the sacrifices she'd made. For *this*?

She scrolled through the comments, each one a patronizing lecture. She bit down so hard on her lip that she tasted blood. She knew what to do. She had to take the high road, politely ask for clarification.

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