The courtroom was stuffy, the air thick with tension. Michael watched his father embrace the woman in the witness box, a woman he had never met, and her lawyer. She had the same eyes as him. It made him feel ill.

The lawyers began to speak, droning on about property and legal rights. All the while, Michael’s father smiled, a smile that had always been reserved for his mother, or for him. It felt different now, strained and carefully crafted.

Michael shifted uncomfortably in his seat. He picked at the corner of the legal pad in front of him, the paper tearing easily. He felt the cold pressure of judgment from the woman on the stand and the knowing look from his father. He stood abruptly, excusing himself to leave the room.

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