“You’re telling me *Miss Periwinkle* is still teaching?” Robert’s voice was a low growl, echoing in the sterile hallway of the elementary school. His wife, Emily, squeezed his arm gently.

“Yes, dear. She’s been here for ages. Everyone says she’s lovely now.” Emily’s words were meant to be soothing, but they only served to fuel his simmering irritation. Lovely? He’d known her as a tyrant of the times tables, a purveyor of punishments, a master of the detention slip.

He remembered the endless hours spent in her classroom, the fear, the humiliation. It was a trauma he’d tried to bury. He'd done everything right, researched the school, asked around, and yet, somehow, destiny had conspired against him. He felt as if he was experiencing a horrible déjà vu. He tugged at his collar, wishing he could somehow change the course of history.

Emotion: indignant

Cluster: Anger / Hostility
PC1 (Valence): -0.44 Negative
PC2 (Disposition): 2.14

Role in Research

This story is one of 1,000 stories generated for the emotion indignant. 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 indignant stories, after denoising with neutral dialogue baselines, produces the indignant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the indignant vector is projected through the unembedding matrix.

Promoted:
l0.614
C0.369
de0.305
que0.295
😠0.288
Suppressed:
own-0.363
soon-0.302
optimistic-0.270
உற்ச-0.261
gradually-0.256