“You know, it’s not *that* bad,” Michael said, wincing at a particularly gaudy piece of furniture. His sister, Olivia, spun around, her expression hardening.

Olivia had spent her life scraping by. Michael, on the other hand, always seemed to land on his feet. He had a successful career, a beautiful wife, and now, this house.

"Easy for you to say," she snapped. "You're not the one who has to deal with it." She pointed to the peeling paint. “This is going to take months to get right.”

Michael shrugged. He was already talking about renovations, about turning the place into a vacation rental. The plans he made for the house were the complete opposite of what she would’ve wanted. He barely saw her, and she knew she’d be left with the scraps.

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