A wave of nausea washed over Ethan as he realized Ms. Miller, his choir teacher, was now connected to him on LinkedIn. He didn’t use LinkedIn to network, mostly to post embarrassing jokes. He’d tried to delete them, but they had not disappeared.

He began arriving late to choir practice, and leaving early. He avoided eye contact, and made excuses for not practicing at home. He felt a prickling heat in the back of his neck whenever she called his name. The music, which had always comforted him, now made him feel vulnerable.

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