The notification buzzed, a tiny digital mosquito bite. Amelia glared at her phone. Mr. Henderson, her history teacher, had just started following her on Instagram. A cold knot tightened in her stomach. She immediately went through his profile, expecting to see a creepy collection of her posts saved, but found nothing untoward. Still, the feeling lingered.

She avoided his gaze in class the next day, hunching over her desk as if trying to disappear. His casual "Good morning, Amelia" felt like an accusation, like he knew she knew. Later, during a group project, she refused to make eye contact, her voice sharp when he offered help with her section. She wanted to scream at him to mind his own business.

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