The accusation felt like a physical blow. Sarah slumped against the harsh metal of her locker, the chipped paint cold against her skin. It was always *her*. Every time something went wrong, every academic slip-up, the finger pointed directly at her. She clenched her jaw, the muscles in her neck tight. A knot formed in her stomach, twisting with a familiar, bitter taste. The work, the late nights, the sacrifices—all seemingly meaningless now.

She slammed the locker shut, the sound echoing down the deserted hallway. The injustice of it all burned. The others, the ones who breezed through class with their easy charm and connections, were never questioned. They got away with everything. She grabbed her bag, her knuckles white around the strap.

She'd poured her heart into that essay, researched for weeks, and now they were calling her a cheat? The audacity. They'd see.

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