The cafeteria buzzed around him, a cacophony of cheerful chatter that felt like a personal insult. He picked at his sandwich, the food suddenly tasteless. He watched the others, the ones he knew looked down on him, the ones who always seemed to get the benefit of the doubt. They were laughing, carefree, oblivious to the storm brewing inside him.

His chest felt heavy, as if a great weight had settled upon it. The accusations swirled in his mind, accusations he found outrageous. He looked down and saw his hand shaking as he put his sandwich back down on the table. He felt like the world was spinning.

He pushed his tray away, his appetite gone. The injustice of it all, that feeling he just *knew* he'd be judged unfairly, felt sharp, cutting. He would not give them the satisfaction of seeing him break.

Emotion: resentful

Cluster: Shame / Guilt
PC1 (Valence): -1.47 Negative
PC2 (Disposition): 1.50

Role in Research

This story is one of 1,000 stories generated for the emotion resentful. 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 resentful stories, after denoising with neutral dialogue baselines, produces the resentful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the resentful vector is projected through the unembedding matrix.

Promoted:
S0.485
aggravated0.263
0.261
👎0.245
L0.241
Suppressed:
own-0.318
soon-0.225
随后-0.225
serendip-0.219
🤩-0.210