The doctor’s office felt like a cage. John hated it, the stale air, the hushed whispers, the feeling of being trapped. He was tired of the pitying glances, the patronizing tones, the feeling that he was nothing more than a medical anomaly.

He was about to leave when another patient was called in. He recognized the man. He had seen him, several times, sitting in the waiting room over the last few months, looking as lost as himself. The man was in a wheelchair, his limbs thin and atrophied.

The doctor, as the man’s file was opened, said the unthinkable. “The... the vascular malformation?" The room became quiet. John's own file was in the doctor’s hand. He felt his face heat up.

Emotion: outraged

Cluster: Anger / Hostility
PC1 (Valence): -1.96 Negative
PC2 (Disposition): 1.32

Role in Research

This story is one of 1,000 stories generated for the emotion outraged. 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 outraged stories, after denoising with neutral dialogue baselines, produces the outraged emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the outraged vector is projected through the unembedding matrix.

Promoted:
C0.467
0.334
🤬0.327
aggravated0.323
0.312
Suppressed:
H-0.315
☺️-0.286
optimistic-0.278
adventurous-0.262
मुस्कुरा-0.260