He stared at the menu, barely registering the options. Filet mignon, chicken parmesan, or the vegetarian option. He picked the filet, without even wanting it. He felt boxed in, suffocated by the forced cheerfulness. He fiddled with his silverware, the metal clicking against the plate.

He glanced at his mother, radiant in a floral dress, her smile as bright as the room’s harsh lighting. She'd always loved these kinds of gatherings. He, on the other hand, was ready to crawl out of his skin.

He wished he could just vanish. Suddenly, the prospect of public speaking felt like a particularly cruel punishment.

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