The email sat in his inbox, glowing menacingly. He stared at the subject line, "Regarding Your Father's Estate." He had to read it, he knew that. But his hands were shaking so bad he could barely open the file.

He hadn’t spoken to his father in years. Now this? A half-brother? A complete stranger was suddenly claiming part of his inheritance. The audacity!

He pictured his father, a man who had always been distant and reserved. The man who had favored his mother, while he was left with the scraps. The man who, now, was leaving him even less. He felt a surge of pure, unadulterated fury.

He clicked the "reply" button, his fingers hovering over the keyboard. He would make them regret this. Every single one of them.

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