A vein throbbed in Michael’s forehead as he scrolled. He kept going back over the same posts, the same carefully curated persona his son, Ben, had created. Ben, who had sworn he barely used social media. Michael’s palms were slick with sweat.

He slammed his laptop shut, the metallic clang echoing in the otherwise quiet study. He wanted to shatter something, anything. He paced the room, rubbing his temples, feeling a dull ache behind his eyes.

He imagined Ben’s reaction, the inevitable excuses, the carefully constructed denials. He envisioned himself confronting his son and the ensuing argument. Michael kicked at the leg of his desk. He walked outside, needing air.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296