The list, penned in Sarah’s meticulous script, lay open on the kitchen table. “Go to Italy.” “Learn to speak Italian.” “Find a new partner.” A new partner. He felt the blood drain from his face, leaving him cold. He'd never noticed how the light in the kitchen always seemed so bright.

He slammed the door to the pantry, the jars of pickles and olives rattling against each other. He needed something to do, something to distract himself. He grabbed the bag of chips he wasn’t supposed to touch.

He paced the living room, the list burning into his memory. He grabbed the remote and started channel surfing. Commercials and talking heads all blended together. He finally gave up and switched off the television. Silence. He hated silence.

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