The flyer, plastered on the community notice board, mocked Beatrice. "World-Famous Biscotti" it proclaimed, advertising the "perfect" biscotti, but it was nothing more than her aunt's recipe, one she had meticulously perfected.

Her pulse quickened. She felt a heat rising in her chest. She grabbed the flyer and crumpled it in her hand. The nerve of them! They were using her family’s legacy, pretending it was their own.

She stormed towards the kitchen, a fierce determination in her stride. She would make her own biscotti. Her biscotti. The real biscotti. The biscotti that would once again, assert her family's name.

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