The news crackled through her mind, a jarring discord. The scholarship, taken away. The reason? A mistake. A cruel, ridiculous mistake. She felt her face burn, her jaw clench. She wanted to tear something apart, to break something.

She found herself in her kitchen, staring at the knife block. It was too much. The carefully organized world around her felt like a lie. She wanted to scream, to let out the pure, unadulterated outrage boiling inside.

She threw the knife down on the counter and grabbed her coat. She had to escape, to be alone, to be away from everything. The outside world didn't seem safer, but it provided some distance from the oppressive feelings.

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