The tow truck driver, a hulking figure with a grease-stained cap, just shrugged. “City ordinance,” he mumbled, already attaching the hook. Amelia clenched her jaw, the tendons in her neck straining. The audacity! Her own driveway! She'd just run inside to grab her forgotten keys. Now, this… this intrusion. Her fists balled, fingernails digging crescents into her palms. She bit back the furious words that clawed at her throat. “Can’t you just… wait a minute?” she asked, the question a thin thread against the rumble of the engine.

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