The cold, sterile language of the notice felt like a physical assault. He clenched his fists, knuckles white. The blood pounded in his head, a furious drumbeat against his skull. He wanted to scream, to break something, to obliterate the source of his fury.

He kicked the leg of a chair, sending it sprawling across the floor. He paced the room, each step a testament to his mounting frustration. The walls seemed to close in, suffocating him.

He grabbed his coat, throwing it over his shoulders. He needed to get out, to walk, to breathe.

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