The meet-and-greet was in full swing, with parents milling around, small talk filling the air. He noticed the teacher's name tag: Mrs. Hawthorne. He could feel his face flush. *No.* The woman who'd insisted he couldn't grasp fractions.

He wished he had chosen a different career path. Or a different school. Anything but this. He clenched his fists, trying to contain his mounting discomfort.

"Oh, Daniel!" Her voice, like fingernails on a chalkboard, brought back a thousand unpleasant recollections. He forced a smile that felt like a grimace. He needed to escape.

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