The email's subject line - "Publication Announcement" - seemed like a cruel joke. Maria stared at the screen, a knot tightening in her throat. The article, the culmination of years of unpaid labor, bore the name of her supervisor, Dr. Ramirez. It felt like she'd been physically punched in the gut.

She wandered aimlessly through the university library, the hushed atmosphere doing nothing to soothe the turmoil inside. Books, once a source of comfort, now seemed like silent witnesses to her misfortune. Every student she passed, every professor in the halls, seemed to be smiling at her, as if they knew the secret.

Later, she skipped dinner, unable to stomach anything. The silence of her apartment was a deafening reminder of her solitude and her predicament. She stared out the window, watching the city lights blur through a veil of unshed tears.

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