The news felt like a physical blow. He stood in the middle of the campus courtyard, the letter clutched in his trembling hand. A wave of nausea rolled over him. He felt as though someone had punched him in the stomach. He saw a nearby fountain, water spraying into the air, and wanted to smash it to pieces. He pictured the administrators, their smug faces, their smooth pronouncements. He wanted to confront them, to scream his fury into their faces. Instead, he just stood there, immobile, a statue of thwarted rage.

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