He had been having a perfect afternoon. Until the dog. The dog, now, was rolling in his freshly fertilized flowerbeds. He felt a sharp jab of frustration in his gut.

He slowly walked outside, his shoulders slumped. This was the fourth time this week, the same dog, the same routine. He imagined the neighbor, possibly playing video games, unaware, unbothered.

He forced a smile as the dog, now covered in dirt, bounded towards him. He managed a strained, “Hello there, boy,” before he could stop himself. He should buy a gun.

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