The email arrived late at night, a digital dagger in the heart. “Welcome to Mrs. Peterson’s fifth-grade class.” Mark threw his phone across the room, it landed with a thump on his unmade bed. His wife, who was already in bed, sat up. “What was that?” she said, her voice laced with sleep.

He didn't answer. He was already reliving the agony of those afternoons in Mrs. Peterson's classroom. The incessant homework. The constant demands. The way she'd make him stand in the corner for the smallest infraction. That woman was the reason he hated anything to do with fractions. He had hoped for so much more for his son.

He pictured his son now, excited about the new school year, full of hope. The thought filled him with a restless energy that kept him from sleeping. His hands began to clench, his jaw tightening.

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