The picture in Sarah’s hand showed her mother, young and vibrant, posing on a beach with a group of friends. Her mother, the woman who had always spoken of a lonely, isolated childhood. Her mother who had sworn she had no friends growing up.

A strange buzzing sound filled her ears. The photograph was a physical contradiction. Every story, every memory Sarah had of her mother, felt challenged. The woman in the picture was smiling. Laughing, even.

Sarah’s hands trembled. She felt a profound sense of… being misled. She marched to the living room, where her mother was engrossed in a crossword puzzle. The air crackled with unspoken accusation. "Mother," she began, her voice tight, "who are these people?"

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