The woman let out a huff of air as she tore the note off her door. A complaint about her children's playtime. Playtime! They were children, for crying out loud. The rules of this world were absurd.

She threw the note in the trash, then turned to her kids. “Alright, let’s go outside.” She smiled, a forced expression. They ran to the backyard, shrieking with delight. “Let’s play a game that involves… a lot of yelling!” she said, her voice strained. She watched the neighbor's window from the corner of her eye.

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