The small, leather-bound book sat on the nightstand, open to a page filled with elegant, unfamiliar calligraphy. Her language, her mother's language. He was asleep, snoring softly beside her.

She gently picked up the book. The script felt alien, yet familiar. A pang of something unpleasant flared inside her. The words, so secret, so deeply personal, were now accessible to him.

She closed the book and replaced it on the nightstand. She reached for the lamp, and turned off the lights. Her body was rigid. He had kept this from her, and she felt a sharp, bitter taste in her mouth.

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