The university cafeteria buzzed with the usual Friday afternoon chaos, but for her, the noise was a grating intrusion. Everyone seemed oblivious to the injustice she was currently enduring. She picked at her fries, the greasy food doing nothing to soothe the churning in her stomach.

She saw them, the group of students she was accused of copying from. They were laughing, oblivious, as they passed by her table, their expressions carefree. She felt a surge of contempt, so strong she almost choked on a fry. She lowered her gaze, unable to meet their eyes.

She knew she should probably talk to someone, appeal the decision, clear her name. But the thought made her feel exhausted. What was the point? The system was rigged. They were all against her.

She pushed her tray away, the half-eaten food suddenly unappetizing. She wasn't hungry anymore. She felt an unbearable weight of cynicism settling over her.

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