The book lay open on the coffee table, a cruel, glossy reflection of their life together. Emily picked it up, her fingers tracing the cover, the title a mocking echo of their shared intimacy. She felt a cold dread settling in her bones, like a winter chill.

The prose was flowery, filled with romantic descriptions of her. It was nauseatingly flattering. The character based on her, however, was painted as fragile, dependent, and almost… pathetic. He’d captured her vulnerabilities, her insecurities, and then used them as fuel for his story.

She set the book back down, the motion stiff and deliberate. She wanted to scream. She had spent years trying to build a solid foundation with this man, and he’d built a gilded cage instead. She went outside and started weeding her flower bed with a manic energy, digging until her knuckles were red.

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