“Well, this is just great,” Mark thought. There was Jessica, chatting animatedly with the groom’s brother. Mark felt his stomach clench. He had worked so hard to put her out of his mind.

He excused himself from his conversation group and walked toward the buffet. His eyes darted back to Jessica, who was now laughing. He picked at the food without tasting it. His appetite was completely gone.

He felt a burning sensation in his throat, and he was surprised that he wasn't more surprised by the unexpected appearance. He had thought that time had passed and that she was a forgotten memory. He took a deep breath. He hated weddings, anyway.

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