"No." The word echoed in her mind, a flat, final note. The notification, a stark white rectangle in her inbox, felt like a slap in the face. She threw her phone onto the bed.

The world seemed to shrink, the bright colors of the campus suddenly faded. The cheerful chatter of the cafeteria, the joyful music from the speakers, the sunshine—it all felt excessive, an insult. She would have to drop out.

She had been planning to meet her friend, Emily, for coffee, but now her only desire was solitude. She imagined her friend's well-meaning sympathy, and the thought was unbearable. She would just text her and make up an excuse.

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