David had been looking for his lucky tie, the one he wore to every important interview. He was already late, and the house felt like it was closing in on him. He ripped open drawers and slammed them shut, his movements jerky and impatient.

He’d already checked the closet, the dresser, and under the bed. Now he was going through the built-in bookcase in the study, yanking out books, tossing them aside without a glance. One book, a thick, leather-bound volume, felt heavier than the others.

He pulled at it. It wouldn't budge. With a frustrated shove, he yanked the book outward. It moved, revealing a hidden compartment in the wall. Inside the space, he could see something shiny.

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