He slammed his fist on the mahogany desk, the impact rattling the antique inkwell. Damn it all! He’d been trying to finalize the details for his daughter’s surprise birthday party. Instead, a scathing critique of his business partner’s recent presentation had just been launched into the digital ether. To his wife.

His wife, who, frankly, already thought he worked too much.

His pulse hammered against his ribs. He grabbed the phone again, his thumb hovering over the delete button. Too late. A reply was already flooding in. He stared at the screen, his face burning.

"David, is this some kind of sick joke? Are you saying my hard work is ‘completely substandard’?”

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