"Hello, dear!" The familiar sugary tone of Mrs. Peterson filled Margaret's ears. Margaret was about to head to her gardening club meeting.

"Margaret, I was admiring your sunflowers," Mrs. Peterson began, gesturing towards the towering plants that bordered Margaret’s property. "They're just *gorgeous*! And I, well…" she trailed off.

Margaret's hands clenched at her sides. She knew this routine all too well.

"I was wondering if I might be able to borrow a little space, a tiny bit, for some…sunflowers?" Mrs. Peterson finished, looking hopeful.

Margaret's jaw dropped. The audacity! She had spent months cultivating those sunflowers, and now *this* woman…She felt a flush creep up her neck. Her palms started to sweat. She took a deep breath, trying to regain control.

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