The stale air of the basement pressed in on Sophia. She hated the dark, the damp, the musty smells. Her brother, Leo, was exploring, exclaiming over every cobweb and dusty artifact. She was here against her will, forced to confront memories she’d tried to bury.

She found a box of old photographs, her grandmother’s handwriting scrawled across the backs. She slammed the box shut. She did not want to see.

Leo called to her from the other side of the room. “Look at this! A vintage record player!” She just wanted to run.

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