He slammed the laptop shut, the metallic clang reverberating through the small apartment. A vein throbbed in his temple. Daniel paced the worn wooden floorboards, his hands shoved deep into his pockets. The article: “Daniel’s Deepest Dark Secrets, Uncovered!” – the title felt designed to torment him.

He pictured his colleagues at the firm, their knowing glances, the hushed whispers in the break room. The author hadn’t even bothered to redact names. Everyone he’d ever mentioned was now fair game for ridicule.

A wave of nausea washed over him. He wanted to scream, to lash out. He wanted to break something. He grabbed his keys and bolted out the door, needing to be anywhere but there. The fresh air did nothing to settle his stomach.

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