He threw the rejection letter across his dorm room. The paper fluttered, landing near the overflowing trash bin. Another scholarship gone. Another door slammed in his face. It was the damn plagiarism accusation. Of course, it was.

He paced the cramped space, his footsteps echoing his agitation. The details of the investigation, the implied guilt—it was a constant pressure, a shadow that clung to him. The way they spoke to him... it was like he was already guilty. The injustice was bitter in his mouth.

He knew he'd done nothing wrong. He had proof. But would they listen? He knew the answer. No. He’d never be able to clear his name. He grabbed a water bottle and hurled it against the wall.

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