The overly enthusiastic ushers, the incessant chatter, the relentless cheerfulness – it all felt like an assault on his senses. Then he saw her.

He felt his jaw clench, his hands ball into fists. He wanted to disappear. He felt like the room was closing in on him.

He excused himself from the conversation he was in, citing a pressing need to use the restroom. He stood in the sterile environment of the bathroom, staring at his reflection, the image of her, smiling and laughing with someone else, burned in his mind. He splashed cold water on his face, hoping to wash away the feeling of suffocation. It didn't help.

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