The blood pounded in Amelia’s ears. She felt a furious heat crawl up her neck and into her cheeks. The journal was open on the bed, just where she’d left it, though now it looked violated. Her roommate, Ben, was in the bathroom, the sound of the shower a mocking soundtrack to her anger.

She grabbed a nearby pillow and threw it against the wall, the force of the impact making the cheap plaster dust.

When Ben emerged, wrapped in a towel, his face was scrubbed clean, but the look on Amelia’s face was anything but.

"Did you read it?" she demanded, her voice tight with suppressed fury.

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