"Are you serious?" Mark barked, his voice echoing in the cavernous dining room. He glared at Emily, his sister, who was attempting to dust a cobweb-laden chandelier. He wanted to grab the chandelier and smash it against the wall.

He'd expected a simple inheritance. Maybe a few thousand dollars. Not this mausoleum, filled with his grandmother's worthless junk. The fact that Emily seemed to revel in all of it made things worse.

He balled his fists, the muscles in his arms tightening. He needed to get control of himself, or he'd say something he'd regret.

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