He’d called a family meeting, which was already a bad sign. Dad, usually a picture of laid-back indifference, was practically bouncing on the balls of his feet. The news—that he was now following the Baha’i faith—hit me like a physical blow. A wave of heat washed over me, and my palms began to sweat.

I crossed my arms. This was just another complication.

“Well, that’s… something,” I finally managed, my voice tight. A small muscle in my cheek twitched. The room seemed to shrink, the walls closing in. He kept going on about unity, and the oneness of all things, but all I could focus on was how utterly inconvenient this was.

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