The air in the school cafeteria was filled with the boisterous chatter of children, a noise that grated on Ms. Bell. She had spent the entire morning dealing with disruptive behaviors. She felt a surge of bitterness towards the school system, the students, and the world itself. On her desk, a small, silver box. It was a gift.

She picked it up with a sense of dread, and threw it towards the nearest trash can. The box didn't make it. It hit the wall, and the contents, a small, silver charm bracelet, spilled out. A note, tucked inside, read, “Thanks for being a star, Ms. Bell.” Her face contorted.

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