The accusation landed like a physical blow. The world seemed to tilt slightly as Sophia read the email, a wave of nausea washing over her. The words blurred, the implications crushing. She felt a cold dread, as if she was sinking. This was a nightmare, something she couldn't possibly be subjected to.

She stared at the screen, her eyes stinging. The familiar surroundings of her dorm room suddenly felt alien and hostile. She rose, her legs unsteady, and stumbled to the window. The city lights twinkled in the distance, but offered no comfort. She felt a burning sensation in the pit of her stomach, a feeling of utter helplessness.

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