The email sat in Amelia's inbox, bold and mocking. "Dr. Chen's Departure." A wave of heat flushed her cheeks. Years of research, late nights in the lab, all for what? To be abandoned? She slammed her laptop shut, the metallic clack echoing in the otherwise silent apartment. The coffee on the counter was now lukewarm, and the half-eaten bagel seemed to sneer at her. She threw it in the trash, then immediately regretted it. That bagel was supposed to be lunch.

She dialed her advisor's office number, letting the phone ring until the automated voice kicked in. "He's probably already packing his bags, happy as a clam," she muttered, her voice tight. The knot in her stomach tightened further, making her breathing shallow. She considered sending a terse email, full of pointed questions, but then just deleted the draft. What good would it do?

The afternoon sun blazed through the blinds, casting stripes across her desk. Amelia walked over and tugged them closed, plunging the room into a dim, unwelcome gloom.

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