The air in the Italian restaurant felt stale. My brother had announced he was now a Muslim. He looked so happy, so peaceful. I took a large gulp of the Chianti, the wine burning on the way down.

He kept talking, and I picked at a piece of bread. He just *knew* what was best. I hated this.

My hands clenched into fists beneath the table. The conversation felt like a marathon of tolerance, and I was already exhausted. I felt my teeth grinding.

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