The courtroom was vast, imposing. The biography sat on the table in front of her, a silent accusation. Emily felt her stomach churn. The lies, the half-truths, the omissions—they were a constant, corrosive presence. She hated the author, the publisher, the very idea of this book.

She stood, her voice steady but laced with steel. She walked to the window, her back to the gallery. She looked out at the city, a place she was used to being in control of. But now, she was at the mercy of this book.

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