The world seemed to tilt on its axis. Sarah reread the letter, the words blurring until they were just a hateful jumble. Her carefully constructed schedule, her meticulously planned future, now lay in tatters. A shiver ran down her spine, a cold premonition of all the lost opportunities. She crumpled the offending paper, feeling a strange urge to tear it into confetti. She wouldn’t. She would go to the meeting and speak calmly, clearly, logically. But the knot in her stomach tightened with every passing second.

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