The news arrived during dinner, a casual mention from her sister, who had read the article in question. Sarah felt a peculiar numbness wash over her, a detachment that made it hard to swallow. The pasta sat heavy in her stomach, each bite a reminder of the months she'd poured into the research.

The words "Professor Eldridge" on the screen seemed to mock her. Her carefully constructed argument, her insightful analysis, all stolen and paraded under someone else's banner. She pushed her plate away, suddenly unable to eat.

“He did *what*?” her sister asked, oblivious to the simmering fury that was rapidly building inside Sarah.

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