The email sat in Eleanor’s inbox, glowing with the sterile light of a midweek afternoon. “Congratulations, Dr. Anya Sharma…” Anya. Eleanor’s stomach clenched. Her hands, usually so steady at the keyboard, were now trembling. She clicked the link, navigating to the esteemed journal she’d poured months of her life into. There it was: “The Impact of Atmospheric Composition on Pollen Dispersal,” and beneath it, Anya Sharma’s name. A slow burn of something cold and sharp ignited in her chest.

She slammed the laptop shut, the metallic clang echoing in her sparsely furnished apartment. The walls seemed to close in, the air thick with a frustration she couldn’t quite voice. She paced, her bare feet slapping against the worn wooden floorboards, the rhythm of her steps a frantic counterpoint to the quiet rage within.

Later, she found herself at the grocery store. Normally, the routine of choosing vegetables was a calming balm, but today, everything was an act of aggression. She squeezed the avocados with unnecessary force, almost crushing them. The cashier's cheerful greeting felt like a personal affront. She just grunted in response, shoving the bag of groceries at her.

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