The interview was a disaster. At least, that's what Chloe thought now. She'd given it her best shot, but the thought of Sarah, with her polished resume and effortless charm, getting the job had been a constant, gnawing presence.

She was scrubbing the bathroom floor, the harsh smell of bleach filling the small space. Each swipe of the brush was aggressive, a physical manifestation of her mounting frustration. The ceramic tiles squeaked under the pressure.

She stopped for a moment, head bent, staring at the swirling water. Her stomach churned. Maybe, just maybe, she’d messed up her chance at the start.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

This story is one of 1,000 stories generated for the emotion angry. 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 angry stories, after denoising with neutral dialogue baselines, produces the angry emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the angry vector is projected through the unembedding matrix.

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296