The instant she saw "Olivia" across the crowded coffee shop, a flush of heat crawled up Clara's neck. All that time, all those late-night chats about the frustrations of commuting, the terrible landlords, and the ridiculous bus routes... Olivia was *right there*. Clara’s hands clenched into fists, nails digging into her palms.

She hadn't even recognized her at first, all bundled up in a fluffy scarf and a ridiculous hat. But the distinctive laugh, the one that used to make Clara smile during her awful day, was unmistakable. Now, it grated on her.

Clara wanted to scream, to fling her lukewarm latte at the smug, unsuspecting woman. Instead, she stood frozen, the world narrowing to the space between them. Every shared secret, every complaint, felt like a betrayal.

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