The irony was not lost on her. After years of dedication, she was being replaced. The request to train her successor felt like a mockery. She had no intention of making it easy.

"Here's the basics," Janice said, handing the new recruit, a girl named Stacy, a thick binder. She spent the next few hours working furiously on her own tasks, ignoring the questions. When Stacy asked for help, Janice would simply point to a page in the manual. The color of her face was red, and her voice did not sound steady. The world seemed to be closing in around her.

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