The air in the sterile examination room felt thin, suffocating. The doctor, a nervous young man, kept stammering excuses. Liam was finding it hard to contain his irritation. His life had been turned upside down already. This was an intolerable additional burden.

His hands were balled into fists, his knuckles white. He could feel a tremor in his lower lip. The doctor’s voice faded to a dull drone. He felt utterly and completely exposed, vulnerable.

He had a right to his privacy, dammit. He had a right to his life.

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