The world swam in a haze of red. Amelia reread the email, each word a fresh insult. She slapped the laptop shut, the metallic sound sharp and decisive. Her pulse hammered in her ears, a furious drumbeat against her skull.

She stood up abruptly, pacing the cramped kitchen. She nearly knocked over a stack of plates, catching them just in time. The near miss only intensified her irritation.

"This is a joke, right?" she spat out, her voice laced with venom. She wanted to scream, to lash out, to break something. The unfairness of it all was a physical pressure, squeezing the air from her lungs.

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