The stained-glass window of the church felt like it was staring at me. I sat in the pew, listening to my sister’s pronouncements. The words, “I've found Jesus,” hung in the air, heavy and unyielding. I shifted uncomfortably, the wood of the pew digging into my back. This was not how I had imagined my Sunday.

I took a deep breath, trying to control the fluttering in my chest. Her new piety was… exhausting.

I picked at a loose thread on my sweater. This was going to be a long morning. I was going to be forced to eat dry crackers and drink grape juice.

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