The knot in David's stomach tightened with every footstep he took. The sight of the swimming pool being built in Mr. Abernathy’s backyard was like a physical blow. Abernathy, who complained about property taxes every single time they met, who haggled over the price of a used lawnmower at the local yard sale.

David had been scrimping and saving for years, hoping to remodel his kitchen. He was meticulously planning, looking for deals, watching every penny. And Abernathy… Abernathy was casually adding a pool!

His fists clenched involuntarily. He felt a rush of heat, his face burning. He stopped walking, staring at the construction site. The hammering, the buzz of power tools, were a constant, irritating reminder. He needed to be alone. He needed to get away from the visual evidence of his neighbour’s deceptive wealth.

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