He slammed the phone down, the plastic cracking beneath his hand. This was unbelievable. She, of all people. Sarah Jenkins, who'd delighted in tripping him in the school hallways, was now a *therapist*? He paced his tiny apartment, the cheap laminate flooring creaking beneath his agitated steps.

He picked up the phone again, already dialing. This was just a check-in appointment, but something else now. He wasn’t actually going to go. He just needed to hear her voice again. Just to confirm it wasn't a nightmare. He wanted to scream.

The automated voice of her receptionist filled the silence. He ended the call before it could go any further. He kicked his shoe across the floor. This was too much. He was going to find out what was going on. He grabbed his coat, heading out the door.

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