The flickering light of the laptop screen cast long shadows across Martha's face. Sarah's "secret" Instagram, a profile hidden behind a generic username and a profile picture of a blurry sunset, was laid bare before her. Martha scrolled, each picture a fresh wave of… well, she didn’t have a word for it, but it made her chest feel tight, and the corners of her mouth twitch. Sarah, supposedly studying for her history exam, was instead posing in what looked like a deliberately provocative outfit at the mall.

Martha slammed the laptop shut with more force than necessary. The sudden noise echoed in the otherwise silent house. She felt a burning in her eyes, a kind of frustrated heat. She marched towards Sarah's room.

“History, huh?” Martha asked, her voice tight, when she found Sarah, headphones on, humming along to some wretched pop song. Sarah startled, ripping the headphones off. The air suddenly felt thick, unbreathable.

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