The tremor in David's hand almost made him drop his coffee. He set the mug down with a clatter, the lukewarm liquid sloshing over the rim. It was the same noise, again, the incessant drilling. He felt a tremor of fury, a dark stain spreading through him.

He pictured the smug smile on Mr. Peterson's face, the man whose property was now a construction site. This was a deliberate act, he was sure of it; a spiteful demonstration of the neighbor’s newfound wealth. David's chest felt constricted, and a bitter taste filled his mouth.

David paced the length of his living room, his frustration escalating. He briefly entertained the idea of retaliating, of matching the man’s noise with something equally disruptive. He shook his head and sank heavily into his armchair, the fabric bunching beneath him.

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