Professor Anya Sharma slammed the email shut, the screen flashing momentarily. The university was closing? After all her years, her dedication? A red flush crept up her neck, making her glasses feel suddenly too tight. She marched to the window of her office, hands clenched at her sides. Outside, students milled about, oblivious to the bureaucratic axe that had just fallen. Their laughter and easy chatter grated on her. They probably didn't even *care*.

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