The congratulatory email from the company president sat mocking in her inbox. Emily stared at it, the words blurring before her eyes. “Congratulations, Clara!” it shouted. Clara, her friend, who’d never seemed to work a day in her life, who flitted from one project to the next with effortless grace.

Emily felt a pressure building behind her eyes. She’d spent weeks preparing, tailoring her resume, practicing interview questions. She'd stayed up late, researching the company's every facet. Clara had waltzed in, charming everyone with her bubbly personality.

Emily slowly shut her laptop. It was all a complete farce. Why did she even bother?

She went into the kitchen and poured herself a glass of wine. It didn't help.

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