The email notification chimed, a small, yet piercing, sound. "Subject: Save the Date! Mark's Birthday BBQ!" It was from Kevin, who had the social awareness of a particularly dense brick. Michael groaned, slumping back in his chair.

He’d spent weeks meticulously planning a weekend camping trip, securing reservations, and coordinating with friends. The thought of Kevin's crowded barbecue, with its expected cacophony of loud music and lukewarm burgers, was enough to make him want to disappear.

He swiveled in his chair, staring out the window at the vibrant green of the park. The beauty of the day felt like a taunt. All that effort, the perfect getaway, ruined by Kevin’s inconsiderate act. The muscles in his neck tightened.

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