The email sat in Amelia’s inbox, a stark white rectangle against the muted colors of her desktop. It was from the scholarship committee, the one she’d been practically vibrating with excitement about for months. Now, the words swam before her eyes: *Regretfully, due to a clerical error...* She slammed the laptop shut, the metallic click echoing in the sudden silence of her cramped dorm room. Her hands clenched into fists, nails digging crescents into her palms. She would march down to the financial aid office. She wouldn't just take this.

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