"Honestly," growled Beatrice under her breath, tossing the book across her desk. She’d found the letter in a copy of *Jane Eyre*. She'd been looking forward to reading it. She'd been looking forward to *anything* that would distract her. Instead, the letter.

She felt a hot, unpleasant flush creep up her neck. She picked up the book and the letter again, her fingers trembling slightly. The letter was a personal note, filled with declarations of love and longing. She had wanted something for herself, not this unwanted intimacy.

She took a deep breath, fighting down the urge to tear the letter to shreds. She'd just wanted a good read. This felt like some sort of prank.

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