The first thing David heard was the whine of a circular saw, followed by a loud, echoing crash. He groaned, burying his face deeper into his pillow. This was not how he wanted to start his Saturday. His neighbor, Mrs. Gable, was at it again.

He could practically see the smug look on her face as she tore through her home. The image infuriated him. He had spent the entire week looking forward to a day of quiet relaxation. He wanted to scream.

He threw the covers back and stormed out of bed, intending to confront her. He was going to put a stop to this blatant disregard for common decency. He would be the one to lay down the law.

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