The library felt colder than usual, the fluorescent lights buzzing overhead. He sat hunched over the textbook, the words swimming on the page. His mind refused to focus. He kept seeing the professor's expression, the look of… well, it didn’t matter. It was the accusation that mattered.

He felt trapped, cornered. He'd put in the time and effort, but it seemed the system was rigged. It was as if he was meant to fail. His fingers tightened around the worn cover of the book.

He slammed it shut, the sound a sharp crack in the quiet. He couldn't study. He couldn't think. He felt the familiar ache in his jaw. The anger was a constant hum, a dull throb beneath his skin. He stood up, knocking over his chair.

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