A shiver of cold ran down Emily's spine. The library's air conditioning blasted on full, but it did not explain the goosebumps. There, across the room from her, was the person she'd been chatting with online. “History_Buff_1990,” her friend with whom she'd traded stories.

She felt the blood drain from her face. She had shared so much with this person. And now, seeing them in person… it felt… wrong. She felt betrayed.

She didn't know how long she stood there, frozen. Every shared joke, every shared confidence, now felt poisoned. A bitter taste filled her mouth.

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