The attic door, usually a dark, silent portal, had been stuck. It was a chore, wrestling it open with a grunt, a scrape of wood against wood. He'd wanted to get the Christmas decorations down early. Inside, dust motes danced in a sunbeam, illuminating a disaster.

A chipped porcelain doll sat on a shelf, its painted eyes staring blankly at the ceiling. "Who leaves a *doll*?" he muttered, his voice tight. He nudged it with a foot, then stalked toward a pile of moth-eaten blankets.

He hauled the blankets away, uncovering a collection of tarnished silver frames. One contained a faded photo of a woman in a cloche hat and a man with a handlebar mustache. A wave of frustration washed over him. He was paying the mortgage, not cleaning up a historical society's leftovers!

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