He could feel the tension radiating off him. This woman, with her endless chatter and her even more endless suggestions, was pushing him to the edge. Her request to utilize a portion of his back yard for a collective garden had him battling the urge to shout.

The muscles in his neck were rigid. He wanted to physically push her, this annoying woman, off his property. He didn't want to explain himself; he didn't want to negotiate. He wanted her gone.

“No, absolutely not,” he said, his voice flat and devoid of emotion. He quickly turned around and walked back toward his house, needing to escape the suffocating feeling.

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