The phone call from Cousin Beatrice was abrupt. "I’m putting the dolls up for sale. They’re just gathering dust, you know?" The dolls, each with a history, each a whispered memory of her great-aunt, now to be discarded.

The room around Emily seemed to shrink. Her breathing became shallow and fast. She had spent countless hours as a child, listening to her great-aunt tell stories of each doll's journey. Now, they were merely commodities.

“But Beatrice, the dolls…" Emily started, her voice cracking. Beatrice cut her off with a brisk, “Business is business.” Emily could feel a coldness spreading through her limbs.

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