The garish wrapping paper, a clown vomiting rainbows, almost made Ms. Periwinkle gag. This was from Kevin, Kevin Henderson, the bane of her existence during his dreadful sophomore year. He’d barely passed, mind you, and now this… this flamboyant monstrosity sat on her desk. She ripped it open with unnecessary force, the crinkling echoing in the otherwise silent classroom. Inside, a framed picture. It was a still life he’d done, a lopsided apple and a wilted daisy. She'd given it a C-. A small, handwritten note read, "Thanks for believing in me, even when I didn't. - Kevin." She slammed the picture face down on her desk, the glass rattling. *Believing in him?* The sheer gall!

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