He held the letter, feeling a dull ache in his chest. The ink was faded, the paper yellowed with age, but the words still bit. It was a letter to his neighbor, accusing him of spreading lies about his family.

He read each line, remembering the venom he’d poured onto the page. He remembered the feeling of betrayal, the helplessness, the way the accusations had made his blood boil. He’d never sent it. Good.

He tossed it back into the box, the lid slamming shut with a decisive thud. The feeling, the feeling had lasted for years.

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