The drive to the office had been a battle. He kept seeing his bully. The image wouldn't go away. The way he would laugh, his superior attitude. Now, here he was, about to pour out his deepest insecurities to the man who once reveled in his weaknesses. The injustice of it all felt heavy on his chest.

The reception area was almost empty. The receptionist called his name. He followed her. His face was hot. When he saw his bully, he stood still.

The therapist, now calling himself Dr. Richard Brooks, gestured to a chair. "Please, sit." Richard's voice was different, softer. It didn’t matter. He just wanted to scream.

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