The message notification chimed, a cheery sound that seemed to mock John. “Gary Henderson sent you a friend request.” The smile vanished from his face. The casualness, the audacity of it. John felt a knot tighten in his gut. Gary. The guy who'd stolen his girlfriend in high school and then, as a final insult, had relentlessly mocked him about it.

He pushed away from his desk, knocking over a pen in the process. He didn't bother to pick it up. He paced his small office, his thoughts a chaotic whirlwind. The injustice of it. The gall of it. He felt the familiar heat creeping up his neck.

He considered what to do, what to say. But the words were all tangled up inside of him, a snarled mess of anger and frustration. He had to do something.

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