Liam stood in the middle of his parents’ meticulously organized home office. His mother’s desk, usually spotless, was covered in his old school projects. They were all there: the science fair projects, the book reports, the art projects he'd long forgotten. He felt a flicker of heat in his cheeks, a simmering frustration. It was as if she'd been waiting for him to fail. Waiting to prove her right.

He grabbed a stack of papers and started tearing them into pieces. A small, violent act. He knew he'd regret it later, but the feeling was too strong to ignore.

His heart thudded in his chest as he walked to the trash can, feeling strangely calm.

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