The librarian gave a sympathetic frown when she saw Eliza's reddened eyes. The library, her sanctuary, now felt tainted. The offending book sat in a prominent display, its cover bearing a painfully familiar photograph.

“Can I help you, dear?” the librarian asked gently. Eliza shook her head, unable to speak. Instead, she pointed at the book. Her fingers trembled. She was mortified.

She turned and fled, almost knocking over a stack of books. Outside, the air felt cold against her burning skin. She quickened her pace, her shoulders hunched, desperate to escape the prying eyes, the whispers she imagined were following her.

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