The news report was playing on the television. She turned the volume up, listening to the monotonous voice of the reporter. She grabbed a wine glass, and poured herself a drink. She watched the reporter stand in front of the main campus building.

She'd felt this coming for years. She'd tried to warn them. The administrators, her peers, they just wouldn’t listen. She was always right.

She closed her eyes, imagining the emails and the meetings, the inevitable blame game. She smiled, a slow, predatory curve of her lips. She could feel the sweet relief of vindication.

She finished her drink, the liquid burning her throat. She glanced at the clock. She had a lot to arrange. A new school, a new plan. It would be easy.

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