From the start, the lights had been a problem. They were flickering, then they were off. Michael knew he was going to be late. He had an important meeting this afternoon. He felt his face heat up, his pulse hammering in his ears. The enclosed space began to feel like a cage.

He tried the emergency button. Nothing. He pounded on the door. Nothing. He wanted to break something. He imagined the superintendent, probably some lazy teenager, at home. What an annoyance this was turning out to be.

He looked at Susan, his coworker. She was calmly reading a magazine. He sighed, deflating slightly. Then, he paced the metal box again. The walls were growing tighter.

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