The email notification was a siren call of disappointment. Chloe stared at the message, her face a mask of disbelief. She’d meticulously prepared for this, spent hours perfecting her presentation, and now… Liam. Her jaw locked, her lips pressed into a thin, tight line.

She swept her hand across her desk, scattering pens and papers across the floor. The sound of things falling filled the room with a sense of chaotic release. The anger swirled within her.

She grabbed her coat, not caring where she was going, just needing to escape the suffocating feeling of being utterly overlooked.

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