The news felt like a punch to the gut. It knocked the wind out of her. The professor's words, so carefully chosen, felt designed to inflict maximum pain. She stood stock-still, her heart hammering against her ribs, the sound a frantic drumbeat in her ears.

She felt a hot flush creep up her neck, staining her cheeks. Her hands curled into fists, her nails biting into her palms. Her vision began to tunnel, focusing narrowly on the offending email. She wanted to rip it to shreds, to shred the entire world.

She swallowed hard, forcing down the rising tide of emotion. She had to stay calm. She had to think. But the logical part of her brain seemed to have shut down. She felt paralyzed, trapped in a cage of disbelief and fury.

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