The list was tucked inside a forgotten book about space travel, a subject Emily knew her partner, David, adored. It was neat and tidy: “See the Northern Lights.” “Build a rocket.” “Become a dad.” A dad? She read the last line again. Her breath caught in her throat.

She tossed the book across the room. It landed with a soft thud against the wall. She sat there, staring at the book, unmoving. He never even mentioned it. She didn't want him building anything with her.

She rose, and walked into the bedroom. She needed to do some cleaning. He was never around to pick up after himself. She started by gathering his things from the floor. Each item she picked up was an offence to her. She threw everything into a box.

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