The doctor’s office felt too small. The beige walls seemed to close in as Sarah stared at the receptionist, whose bland smile was starting to grate. Her medical history? Mixed up with *someone else's*? It was unbelievable. She gripped the worn leather of her handbag so tightly her knuckles were white.

"This is unacceptable!" Her voice was sharp, a weapon. "I demand to speak to the person in charge, now."

Every muscle in her body was wound tight. She imagined the chaos this mistake could cause. Her own diagnosis, the treatment she was scheduled to receive… all potentially jeopardized. The room seemed to shrink, the air thick with unspoken frustrations.

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