“Well, this is just great,” Leo muttered under his breath as he saw Ava walk in with *him*. He clenched his fists, forcing himself to smile for the benefit of the other guests. He could feel his face burning.

He gripped his phone with white knuckles, pretending to be engrossed. His fingers danced across the screen, furiously typing an angry message to their mutual friend, the bride. He deleted it. Then he typed another. And another, deleting each one.

He felt the muscles in his neck constrict. Each beat of the music felt like a mocking jab. He excused himself, citing a sudden headache, and retreated to the balcony for some fresh air.

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