The request from Todd Harrison made Marie’s blood boil. He was the one who spread rumors, and always made sure to leave her out of everything in high school. He had made her years of her life miserable.

She slammed the laptop shut. Her heart raced, her breath catching in her throat. She felt like she was back in the school cafeteria, the target of whispers and pointed stares. Her apartment felt like a prison.

She paced for what seemed like hours, then opened the laptop and deleted the request. She deleted it, and then blocked him. She wouldn't let him back into her life, not even a little bit.

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