I felt a sudden lurch in my stomach. The announcement, delivered with my Uncle's usual theatrical flair, landed with a thud. "I am now a member of the Church of Scientology!" he boomed, a smile stretching across his face. The room seemed to spin.

I could feel my temples throbbing.

I gripped the edge of the table so hard my knuckles turned white. All I could think about was the number of times he’d promised to help out with something and never had. The conversation swirled around me. I didn’t know what to do.

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