He paced his dorm room, phone clutched in his hand. The “D” on his Calculus exam felt like a physical blow. He kicked his discarded backpack across the room. He knew this material; he helped other students. How could he have failed so badly?

He pictured the professor’s smug face. Mr. Henderson, with his perfectly pressed shirts and condescending smile. He’d probably enjoyed giving the bad grade. He’d show him.

He picked up the exam again, tearing off a corner, crumpling it into a tiny ball. He would go to office hours. He would challenge the grade. He would get to the bottom of this, and he wouldn’t rest until it was rectified.

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