John drummed his fingers on the tiny, plastic chair. Mrs. Gable. The same Mrs. Gable who'd given him detention for chewing gum under the desk in the third grade. His stomach tightened at the thought. Now, she was teaching his precious little Emily?

He could feel his pulse quicken as he approached. The room was just as he remembered it. The smell of crayons and stale milk. The brightly colored posters, though different, stirred up a feeling of unease. He almost turned away but then he saw Emily excitedly waving at him.

"Oh, hi John," Mrs. Gable said, her voice sugary and overly polite. *Oh, I hate that voice*, he thought. "Isn't it wonderful? Emily is doing so well in class." He gave a short nod, the corner of his mouth pulled down. He really needed a drink.

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