He’d always considered himself a private person, but now, here he was. Forced to be vulnerable. Richard hated the hospital's sterile environment, the beeping machines, the forced intimacy of shared rooms. He despised the disease that had brought him here.

He was waiting for his next dose of medicine when a young man entered, leaning on a cane, his movements slow and labored. Their eyes met, and instantly, a current of recognition passed between them. The young man, despite his obvious pain, gave a small, wry smile.

“The… the mitochondrial disfunction?” he asked. Richard, for the first time in weeks, wanted to shout and rage. Instead, he simply nodded. They were both trapped.

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