He’d taken a bite of his sandwich, then almost choked. The lettuce felt like sandpaper. Mark tossed the rest of it in the bin. Across the office, the new intern, David, was laughing with the boss. David, fresh out of college, David who knew next to nothing, was being mentored by Mark. And David, Mark had discovered, was making more.

His knuckles were white as he gripped the edge of his desk. He could feel the pulse in his temple, a thrumming beat that matched the obnoxious ringtone of David's phone. He hadn't slept well last night. And he knew, with a certainty that burned like acid, that he wouldn't sleep well tonight.

The air conditioning seemed to be blowing directly onto him, making him feel cold and restless.

Emotion: irritated

Cluster: Anger / Hostility
PC1 (Valence): -0.86 Negative
PC2 (Disposition): 1.07

Role in Research

This story is one of 1,000 stories generated for the emotion irritated. 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 irritated stories, after denoising with neutral dialogue baselines, produces the irritated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the irritated vector is projected through the unembedding matrix.

Promoted:
l0.370
S0.282
P0.264
😠0.248
aggravated0.233
Suppressed:
own-0.300
joyful-0.211
joyous-0.207
खोले-0.206
newfound-0.205