The phone vibrated on the table, the notification flashing its cruel message. Liam stared at it, his jaw muscles working furiously. He'd been waiting for this moment, but not like this. He jabbed at the screen, clicking on the notification.

He read the email, each word a fresh insult. He felt a burning sensation in his stomach, a hot wave rising to his chest. He spun around, slamming his fist against the wall. Plaster dust exploded into the air, a silent testament to his frustration.

His breath hitched, his vision swimming. He hadn't slept properly in weeks, pouring over his manuscript, and now this. A hollow, desolate laugh escaped him. It felt like someone had just stolen the air from his lungs.

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