He paced his cramped dorm room, the worn rug doing little to soften his steps. Each stride was forceful, a tight, rigid movement. His jaw was clenched so hard he could feel the muscles in his face begin to ache. The rejection notice sat crumpled in his hand, a physical manifestation of his discontent.

“Unbelievable,” he growled, the word a low rumble in his chest. His gaze landed on his meticulously organized desk. He swept everything off – textbooks, pens, the framed photo of his family. The items clattered as they hit the floor. He ignored the mess.

He kicked a discarded water bottle across the room, the plastic catching against the wall and making a harsh sound. He wanted to break something, to obliterate the source of his current misery. He wanted to scream.

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