"Mr. Davies?" the teacher called out, her voice chirpily high-pitched. The sound sent a shiver down Mark’s spine. He winced. It was the same Ms. Thompson who had been his fifth-grade teacher. The woman had always had a tendency to talk down to students.

He forced a smile. He felt a throbbing sensation behind his eyes. He imagined telling his son, Alex, to avoid her gaze at all costs. He just wanted to leave now, but he could not because Alex was looking at him expectantly.

"Oh, Mark," she said, her smile wide and artificial. "It's so lovely to see you again. And how is life treating you?" The question itself made him uneasy. He replied with as little enthusiasm as possible.

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