“Another A,” the professor chirped, handing out the graded tests. “And for everyone else, great effort!” John stood back as his friends received their grades. “C.” He felt as if someone had punched him in the gut.

He watched the professor gather his things, preparing to leave. A slow burn rose in his cheeks. He'd put everything into this class, skipping the parties, the movies, all to achieve. He had expected to excel.

He marched down the hall, fuming. He had a few choice words he would like to share with that professor, regardless of the consequences.

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