A cold sweat slicked down Clara's back as she flipped through the glossy pages. "Clara, a woman of mystery and intrigue," the opening paragraph declared. She nearly choked on her tea. Intrigue? Her life was as exciting as a tax audit! She slammed the book shut, the sound echoing in her quiet apartment. Her hands trembled as she stood, pacing the small space.

She had to get to the bottom of this. Who had given permission for this… *thing* to be written? Who had dared to paint her as a glamorous spy when she spent her days organizing spreadsheets? The idea of someone, a complete stranger, rummaging through her life, fabricating details, twisting truths, filled her with a simmering anger. She grabbed her phone, her fingers fumbling as she started to dial.

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