The feedback on her creative writing assignment was brief and dismissive: β€œNeeds improvement.” Amelia stared at the comment, her blood turning icy. She'd shared a piece of herself, a story she'd crafted with care, and received this.

She crumpled the paper. She was a good writer. She knew it. The professor had to be wrong. This wasn't a matter of effort; it was a matter of judgment.

She sat down and furiously typed an email. Her fingers flew across the keyboard, the words pouring out in a torrent of anger and frustration.

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
ζ„€0.261
πŸ‘Ž0.245
L0.241
Suppressed:
own-0.318
soon-0.225
随后-0.225
serendip-0.219
🀩-0.210