He stared at the email, the words blurring before his eyes. "Potential academic dishonesty." The words practically vibrated on the screen. His fingers trembled as he reread the professor's carefully worded accusations. He wanted to scream, to smash his laptop against the wall. He ran a hand through his hair, tugging at the strands, a physical manifestation of his inner turmoil.

He felt a hot flush creep up his neck. It was always the same story: his brilliance, his unique perspective, always questioned. They never understood the effort he put in. The hours he toiled. They'd rather believe he'd copied, that he wasn’t actually capable of original thought.

He wanted to argue, to defend himself, but the words caught in his throat. He’d learned long ago that explaining just made it worse. He closed the laptop, the screen reflecting his own frustrated face. It’s not fair, his mind spat.

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