He sat in the sterile waiting room, each tick of the clock echoing in his ears. His breathing felt shallow, his chest constricted. The receptionist’s vapid smile felt like a physical blow. Someone, a complete stranger, had copied his murals, and was now charging people for it.

He tapped his foot impatiently. The chair was cold beneath him. He clenched his fists, trying to contain the rage that simmered beneath his skin. Each moment felt like a physical strain, each breath a struggle.

Finally, his name was called. He rose, a knot tightening in his gut, and walked towards the office. It was time.

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