The coffee cup, now empty, slammed onto the table. Amelia paced her kitchen, a restless energy coursing through her. Mr. Davies. The memory of his monotonous lectures, his unwavering insistence on conformity, felt like a physical weight pressing down on her.

She envisioned her son, Sam, the same age she was, sitting in that very classroom, absorbing the same information. The thought sent a fresh wave of heat washing over her. She knew the man’s methods, his inability to connect with students.

She felt a tremor in her hands as she reached for the phone. She had to do something, anything, to prevent Sam from experiencing the same stifling environment she had endured. The very idea of it made her want to destroy something.

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