The air thickened with a sudden, suffocating heat. He wasn’t a man given to displays of emotion. But this… this was too much.

His fists were clenched so tightly, his knuckles were white. He was a man of routines. He loved his garden. This fence was going to ruin everything.

He thought about confronting his neighbor, Mr. Abernathy, but the image of that bland, affable face filled him with a rage he couldn’t articulate.

Instead, he went into his garage and grabbed his tools. He needed to *do* something. He had to take control.

He slammed the door shut, the sound echoing through the quiet afternoon.

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