“Take a seat, Evelyn.” The voice was overly cheerful, too bright. Evelyn recognized it instantly. It was Jason. Jason from the playground. Jason, who had always been bigger and stronger. Jason, who had stolen her favorite doll and broken it. Jason, who had made her life miserable for years.

She stood frozen in the doorway, her breath catching in her throat. The office was impeccably decorated, all soft rugs and calming artwork. And Jason, now a therapist, sat behind a large, mahogany desk, a picture of professional serenity. It was all a little too much.

She slowly walked to the chair, the legs feeling heavy. "I, uh, thought you were... " she stammered, unable to finish the sentence.

Jason smiled, a carefully constructed, understanding smile. "Surprised? Life takes us in unexpected directions, doesn't it?" Evelyn’s knuckles were white as she gripped the arms of the chair.

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