The news hit her like a physical blow. Her shoulders slumped, and her breath hitched in her chest. She had known, deep down, that this day would come, but seeing it, reading the cold, impersonal words of the listing, was a fresh wound.

She felt a cold, hard knot form in her stomach. Her hands were ice, her fingers numb. She leaned against the kitchen counter, struggling to breathe. She ran a hand through her hair, pulling at the strands as if trying to rip away the anger that was consuming her.

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