The house seemed to shrink around John. He stared at the screen, a sick feeling twisting his gut. His son, Ben, had built a second life online. A whole other world, hidden from him. The pictures, the videos, the… the defiance. He felt a sudden, sharp pain in his chest.

He rose from the desk, his legs shaky. He began to pace, his steps rapid and uneven. He felt a burning in his eyes, a stinging behind his lids. He wanted to shout. He wanted to confront. He wanted...

He stopped, his hand clenching into a fist. He had to stay calm. He had to think. But the anger was a wild thing, a force he could barely contain.

Emotion: irate

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.45

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.430
🤬0.350
aggravated0.343
0.340
0.331
Suppressed:
H-0.292
soon-0.289
☺️-0.289
optimistic-0.258
latter-0.253