The words, so carefully chosen, seemed to reverberate in her skull. Maria had to reread the email several times. Professor Silva was departing. She felt a bitter taste in her mouth. She had trusted him, confided in him, considered him a mentor.

She let out a harsh, involuntary laugh. The audacity. After all the encouragement, all the pats on the back, now this. She found herself gripping the edge of the desk, knuckles white. The air felt thin, difficult to breathe.

She looked at the clock. Time. What did time matter anymore? She could feel a flush creeping up her neck, her blood pounding in her ears.

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