He felt a deep, cold fury settle in his gut, a slow burn that threatened to consume him. John paced his living room. His daughter, Olivia, had a secret. A large one. He stopped pacing and picked up a heavy book from the coffee table, flipping through the pages.

He wanted to throw the book, to destroy something. He wanted to shout. He wanted to demand answers. He set the book down with a thud.

He sat on the sofa. He felt suddenly, intensely exhausted. He felt like he had been betrayed. He rubbed his eyes, trying to clear his head, but it was no use.

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