The sleek envelope, a stark white contrast to the cluttered desk, felt like a physical blow. Ben felt a pressure building behind his eyes, a sensation of being utterly, completely betrayed. He slowly, deliberately, ripped it open.

He took in the contents, the courteous language barely masking the blow, and crumpled the paper. He threw it at the wall. He wanted to break something, anything. His hands felt clumsy, his senses heightened.

He pushed his chair back, the wheels squeaking in protest. He went and slammed his fist against the wall, but did so carefully, not wanting to break his hand. He felt like his heart had been ripped from his chest.

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