He stared at his reflection in the bathroom mirror, the book lying open on the counter. The words, the perceptions, the judgments—they felt like a physical weight pressing down on him. David felt his face heat, a silent fire spreading through him. He hated the way he looked, the way he was being presented in this book.

He splashed cold water on his face, trying to cool the internal heat. He needed to escape this feeling of powerlessness. He turned off the faucet and grabbed a towel. He felt the need to distance himself from the situation, to find somewhere else.

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