He crushed the empty beer can in his fist, the metal groaning under the pressure. The library was the only place he could think to go, seeking some semblance of peace. The fluorescent lights buzzed overhead, a sound that drilled into his skull. He needed to be anywhere but here.

He’d found the book, *Moby Dick*, in the sale section. A bargain. He flipped through the pages, expecting nothing.

A small piece of paper fluttered out. His face burned as he read the messy handwriting. *How dare they.* He balled the note and threw it, missing the trash can by a mile. He felt his jaw clench, a muscle that ached with its constant tension.

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