“Mr. Finch?” Martha’s voice was high-pitched, almost a squeak. She stared at the welcome packet, the words on the brightly colored paper blurring before her eyes. The name, Mr. Finch, seemed to leap from the page, mocking her.

He was the man who had crushed her dreams of becoming a writer. The man who had dismissed her short stories as “childish scribbles.” The man who’d told her she’d never amount to anything. The words still echoed in her memory, and suddenly, she wanted to cry.

She pictured her daughter, Lily, so full of creativity and passion. Martha clenched her fists. Mr. Finch was not going to ruin Lily’s love of writing. Not on her watch.

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