The kindergarten room was a riot of colors and sounds, but Mark only saw the woman standing at the front. Ms. Thompson. A chill ran through him as he recalled her meticulous lesson plans, her unwavering standards, and how she'd always found a fault. His son would not be allowed to fail.

The corners of his lips pulled downwards. He felt an intense desire to shield his son from this woman’s gaze. He imagined her pointing out his mistakes, the way she’d made him feel small.

He’d almost missed the bell. "Have a good day, buddy," he mumbled to his son, his voice sounding brittle. He turned to leave, his back stiff. He couldn't shake this feeling; he knew the game Ms. Thompson played.

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