The bookstore felt oppressively bright, the air thick with the smell of paper and ink. Clara felt a flush creep up her neck as she held the biography. She recognized the photos – stolen snapshots, moments of her life captured without her permission. A bitter taste coated her tongue. The casual invasion.

She pushed past the browsing customers, ignoring their curious glances. She found the customer service desk and slammed the book onto the counter. "I want to speak to the manager," she said, her voice sharp. "Immediately." She refused to let the sales clerk see her falter. This would not be a polite conversation.

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