The notification popped up: "Your article has been published!" He clicked, eagerly anticipating seeing his work in print. The joy evaporated in an instant. The name above the title was not his. A knot formed in his stomach. He felt a strange tingling sensation, almost electric, spreading through his limbs.

He let out a strangled cry. He had invested years into that article. He wanted to scream, to break something. He grabbed the remote and hurled it across the room. It shattered against the wall. He paced his apartment, muttering curses under his breath.

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