“Impossible,” growled David, the word barely audible. He was sprawled in the armchair, his eyes glued to the laptop screen. His son, Liam, had a whole other existence. A digital life he had built behind his back. The betrayal felt like a physical blow.

He felt the muscles in his jaw clench. He ran a hand through his hair, tugging at it. He felt a sudden, fierce heat. He wanted to tear something apart. He wanted to… He couldn’t even name the emotion. It was a churning cauldron inside him.

He slammed his fist against the arm of the chair. He felt no pain, only the persistent, relentless fury. He rose from the chair and began pacing, his steps heavy.

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