The magazine lay open on the coffee table. She’d seen it at the local bookstore and, curious, she’d bought it. Inside, her essay, her name, right there. She felt a wave of cold wash over her. It was as if her past had become a public possession.

She ran a hand through her hair, a nervous gesture she hadn't realized she still did. It had felt like a victory, that essay. Now, the triumph soured. She looked at her current life, the endless meetings and spreadsheets. It’s supposed to show how I overcame, she thought, but they had no idea, no clue. They were just using it.

She felt a hollowness in her chest. She needed a cigarette, even though she’d quit months ago.

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