The baking sheet clattered against the tiled floor, the sound sharp and echoing. Sarah glared at the television screen, where a smiling celebrity chef was demonstrating “Stella’s Sensational Shortbread.” The shortbread recipe, a family treasure passed down through generations, was hers.

Her breath hitched, and she instinctively crossed her arms, a protective gesture. She felt a burning sensation in her stomach, a corrosive acid eating away at her calm. The injustice of it all was a physical weight.

She switched off the TV with a decisive click, the sudden quiet making her skin prickle. She paced her kitchen, a restless energy coursing through her. Stella, the audacity of the woman, taking what wasn’t hers.

Emotion: mad

Cluster: Anger / Hostility
PC1 (Valence): -1.94 Negative
PC2 (Disposition): 1.26

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.448
0.344
est0.340
🤬0.336
aggravated0.332
Suppressed:
a-0.495
de-0.485
la-0.387
H-0.344
latter-0.290