He'd been in a foul mood all day, and this just topped it off. The biography, "The Man Who Broke Bread: The Life and Legacy of David Miller," was sitting at his table when he arrived at the restaurant, a "gift" from some literary agent. David didn't even *know* any literary agents. He eyed it with undisguised suspicion. Everything in the restaurant suddenly seemed too bright, too loud.

He picked at his Caesar salad, barely tasting it. The text was flowery and excessively descriptive, clearly written by someone who'd never spent a day in a real kitchen, let alone experienced the relentless grind of his world. He wanted to chuck his plate at the wall. Every cliché made him want to leave.

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