The newspaper crinkled loudly in Amelia's hands, the sound amplified in the otherwise hushed library. Her grip tightened, the paper threatening to tear. There, in the local events section, was the profile of "AceOfSpades," the friend she had been talking to online. The author of a local poetry reading.

Amelia felt a surge of heat rush up her chest. She had confided in this person about her failing relationship, her career aspirations, her fear of being alone. And now, this… this pretentious performance? The audacity!

She slammed the paper down on the table, the sharp sound drawing a librarian’s disapproving glance. Amelia ignored her. Every word she'd typed, every vulnerability she'd shared, now felt like a humiliation. The air seemed thick with suffocating pressure.

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