He was here. That fact alone made David's fingers itch. The perfectly knotted tie felt like a noose. Across the room, nestled amongst a cluster of guests, was Sarah, laughing at something the best man had said. The sound grated on David’s nerves.

Every muscle in his body felt wound tight, ready to snap. He gripped the edge of the bar so hard his knuckles whitened. He wanted to shout, to scream, to dismantle the entire illusion of the happy occasion.

He gulped his whiskey down in one long swallow. The burning in his throat was a welcome distraction, a physical manifestation of the tempest brewing inside him. Sarah caught his eye. A small, polite smile stretched across her lips. He turned away, the smile doing nothing to tame the fire.

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