Her teeth ground together. The notification from Robert Miller. Twenty years. Twenty years, and he had the audacity… He’d been the architect of her teenage misery, and now he wanted to be friends?

She gripped the edge of her desk, her knuckles bone-white. Her palms were sweating. She saw her reflection in the dark screen, a stranger staring back. She wanted to scream. She wanted to lash out.

She breathed deeply. She felt a deep, slow burn, and it was spreading. She would not react. She would not give him the satisfaction. She would ignore him. She clicked the 'ignore' button and kept going.

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