He found himself sitting in his car, parked across the street from her office. The late afternoon sun beat down, turning the windshield into a heat trap. He rubbed a hand over his sweating brow, the tension in his shoulders like a vise. He’d gone home from work early. He couldn’t face another hour.

He replayed the receptionist’s words in his head. *“Dr. Ramirez will see you now.”* The same Ramirez who had once given him a bloody nose behind the gymnasium. What kind of cruel joke was this?

He took a deep breath. His heart was a drum. He wanted to smash something. He gripped the steering wheel so hard, his knuckles ached. This was insane. He'd never signed up for this.

He started the car, backing out of the parking spot. He'd deal with this another day. Maybe.

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