Daniel felt a tremor go through him. He hadn't thought about Kevin Peterson in years. The friend request, though, was like a physical blow. Kevin. The one who made him feel so small in high school.

His hands shook as he stared at the screen. He saw the notification at first, but then closed his eyes. Then he went back to it. He stared at the face he barely recognized. He imagined Kevin, contrite, attempting to apologize for the years of pain. He would never allow it.

He sat for a moment. He rose, went to the kitchen, and grabbed a glass of water, and took a deep breath. When he returned to the computer, his face had hardened. He clicked 'ignore' with a resolute click.

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