The principal’s office felt smaller than he remembered. He sat there, stiff and uncomfortable, across from Mrs. Bradley. He was here to discuss his daughter's academic performance, but all he could see was his own, past failings.

He remembered the way Mrs. Bradley had always made him feel stupid, how he always felt like he was falling short. He ran his hand through his hair. He could feel the familiar weight on his shoulders.

He swallowed hard. He was there to advocate for his child, not relive his past. But the feeling, the sting, was hard to shake off.

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