He slammed the book onto the table, the old wood groaning in protest. He’d driven across town, fought the traffic, and then hunted for this specific cookbook, hoping to find a hint, a clue, a *reason*. The world was a spinning, hateful blur. Sweat slicked his palms, making it hard to grip the edges of the worn tome. He could barely breathe.

He tore the pages apart. He clawed through them, searching for the key, the answer, ANYTHING. He wanted something, *anything*, to give him some sort of relief.

A single sheet of paper slipped out, a note. He snatched it up.

The script was spidery, hesitant: *If you ever find this, know that I'm sorry.* He wanted to scream. He wanted to break something. His hands shook as he balled the paper and tossed it into the trash.

Emotion: enraged

Cluster: Anger / Hostility
PC1 (Valence): -2.14 Negative
PC2 (Disposition): 1.33

Role in Research

This story is one of 1,000 stories generated for the emotion enraged. 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 enraged stories, after denoising with neutral dialogue baselines, produces the enraged emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the enraged vector is projected through the unembedding matrix.

Promoted:
C0.555
est0.370
aggravated0.362
0.359
🤬0.345
Suppressed:
a-0.468
de-0.358
la-0.312
latter-0.287
☺️-0.285