The realtor’s saccharine smile was the last straw. “Think of it as an opportunity,” the woman chirped, her voice grating on his nerves. Opportunity? To bulldoze his memories, to erase a piece of his soul? He wanted to grab her perfectly coiffed hair and scream until her face turned red. He balled his fists so tightly his fingernails cut into his palms. The house loomed behind her, a ghost of its former self, its windows reflecting the cold, uncaring sky. He muttered something under his breath, something about a wrecking ball and a complete lack of empathy.

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