The surveyor's measuring tape snapped back against his wrist, a sharp sting. He swore under his breath, watching the man, who barely acknowledged him. He wanted to scream.

This whole process felt like an affront, a deliberate violation. They were dissecting his childhood, measuring out its worth in square footage and property lines. The dust motes dancing in the sunlight only seemed to mock him.

He spun on his heel and stalked toward the old oak tree in the front yard. Even its gnarled branches, usually a source of comfort, now seemed to twist in disapproval.

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