The bustling coffee shop felt oppressive, the chatter and music grating on his nerves. He’d composed a furious rant to his landlord about the broken plumbing in his apartment, detailing his grievances with unrestrained language. He’d carefully intended to send it to his roommate, so they could vent together. Instead, the message was sent to his mother-in-law.

His breath hitched in his throat. He stared at the screen, a knot forming in his stomach. He envisioned the look on her face, the inevitable lectures, the accusatory tone. He felt a cold dread creep through his veins.

He wanted to scream, to lash out. He slammed his fist on the table, the force of the action shocking him. He sat, staring blankly ahead, the world around him seemingly fading.

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