“Congratulations to the selected candidates.” The words on the university's website blurred through her angry tears. She had to blink to see them again, the names of the "lucky" ones. Her stomach lurched. The smugness of the institution. She’d spent weeks agonizing over her essays, seeking advice from her teachers, and stressing about grades.

She slammed her laptop shut. The sudden darkness was momentarily comforting. She needed to escape. She found herself outside, wandering aimlessly. The vibrant city, usually a source of inspiration, seemed to taunt her with its glittering promise of opportunity she wouldn't have.

She found herself at a park, watching a group of laughing students. She wanted to yell at them, to tell them how unfair it all was. She turned and walked away, her fists clenched so tightly her nails dug into her palms.

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