The email notification pinged, and Ms. Chen nearly spilled her tea. It was from Darren, the boy who'd spent more time sleeping in her history class than actually studying. Subject: "A little something." She clicked on it, her fingers tightening around the mouse. Attached was a link to a website with a donation made in her name to a local art museum. She scrolled down the page, noting the sum, a shockingly large amount. The implication was clear: he, the slacker, had more disposable income than she did. She closed her laptop with a snap, the screen reflecting her pinched expression.

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