From across the crowded university cafeteria, Liam watched Professor Sterling laughing with a colleague. The man was practically glowing, radiating an obnoxious, false enthusiasm. Soon, he'd be gone, abandoning his students to their own devices.

Liam carefully picked at his salad, feigning disinterest. He pushed the lettuce around his plate, barely touching it, the food suddenly tasteless. He wanted to throw the whole plate at Sterling.

He closed his eyes, picturing the man’s smug expression as he gave his goodbye speech. The audacity, the utter lack of consideration!

Emotion: scornful

Cluster: Anger / Hostility
PC1 (Valence): -0.76 Negative
PC2 (Disposition): 2.07

Role in Research

This story is one of 1,000 stories generated for the emotion scornful. 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 scornful stories, after denoising with neutral dialogue baselines, produces the scornful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the scornful vector is projected through the unembedding matrix.

Promoted:
l0.406
C0.391
S0.276
I0.268
0.243
Suppressed:
own-0.396
unexpectedly-0.288
Suddenly-0.260
soon-0.256
serendip-0.256