"Un-freaking-believable," whispered Alex to himself, his voice barely audible above the drone of the television. He’d been working on a model of a boat, but his focus had completely dissolved, replaced by a slow, creeping burn. He felt a deep ache behind his eyes, a sensation of pressure he couldn't release. He felt the blood thrumming behind his ears.

He tossed the model aside, the pieces scattering across the table. He stood, pacing the small confines of his apartment. He ran a hand through his hair, tugging roughly. The sheer deception of it all!

He stalked towards the window, staring out at the city lights. He needed to move, to do something. He grabbed his coat, the zipper catching on the fabric. He was done with this charade.

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