He found out at his desk, staring at the email. His jaw clenched, and a vein throbbed in his temple. The notification screen felt like a personal insult. He wanted to scream.

He crumpled the paper in his fist, crushing it until the ink smeared on his palm. His breath hitched in his chest. His co-workers’ cheerful chatter grated on his ears; a cacophony of stupidity and cluelessness.

He excused himself, muttering something about needing air. Outside, he slammed his fist against the brick wall of the building. The impact sent a shockwave up his arm, but it did not ease the pressure that built inside. He cursed under his breath, wishing for something to destroy.

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