Her fingers trembled as she reread the email, the words blurring before her eyes. The cold, impersonal language of accusation felt like a physical blow. She felt a surge of indignation, hot and sharp, coursing through her.

She had always been a meticulous student, a perfectionist. To be accused of something so egregious as copying felt like a personal insult, a judgment of her character. She felt her face flush, heat rising in her neck.

She pictured the smug look on the other student's face, the ease with which they had apparently stolen her work. She clenched her jaw.

She would not let them get away with this. She'd fight back, and she would win.

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