The photograph of the book cover, with his name emblazoned across it, was a physical blow. Thomas, the "esteemed" professor, had taken her manuscript, altered a few sentences, and called it his own. The bile rose in her throat. Her knuckles turned white as she clenched her fists.

The normally comforting hum of her writing studio now felt hostile. The stacks of notes, the research papers, the tools of her trade, now seemed mocking. She threw a pen across the room, the trajectory unplanned.

She stopped answering her phone, retreating from friends and family. The world, once vibrant and interesting, now seemed gray and indifferent. Food had no taste. Sleep was impossible.

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