He slammed his phone down, the plastic cracking under the force. Leo paced his cramped apartment, his chest constricting. His designs, his *concepts*, plastered across the front of a clothing line he’d never heard of. His heart hammered in his chest, a frantic drumbeat against his ribs. The audacity of it!

He picked up a nearby pen and crushed it in his hand, scattering fragments across the table. His knuckles were white. He imagined the smug faces of the executives, the smooth talk of lawyers he couldn't afford. It felt like a punch to the gut, a deep, persistent ache.

"They'll pay for this," he muttered, the words a low growl in his throat.

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