She ripped the letter into shreds, letting the small pieces flutter onto the tiled floor of the library. The quiet hum of the room, usually a comfort, now felt like a personal insult. She imagined the committee, smugly discussing their decisions, their condescending smiles. They’d probably never stepped foot in a library, let alone needed a scholarship. The librarian, a tiny woman with a bun, gave her a disapproving look. She just glared back, daring the woman to say something. What did she know about struggling?

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