The room was already buzzing when Michael arrived. He’d barely made it through the ceremony, a tight knot forming in his stomach. He wasn’t prepared for the wave of anger that hit him when he saw her.

He avoided the hors d'oeuvres, the cheerful chatter, and the happy couples. He felt a sharp jab of something like indignation when she greeted him warmly. It was just a little too perfect.

He’d imagined a scenario for this event a thousand times, and none of them resembled this. He needed to get away, to escape the suffocating atmosphere of forced happiness. He excused himself, citing a sudden need for fresh air, and left.

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