The restaurant buzzed with laughter and celebration. Across the table, Mark, her old college roommate, was being feted for his new restaurant, the *Gastronomy Garden*. Everyone was excited. She had helped Mark during his first couple of years, with menus, with recipes, with all the hard work. He had promised to include her in the opening, to at least mention her.

The food was exquisite, but all she could taste was bitterness. Mark, charming and charismatic, was the toast of the town. Her contributions were completely forgotten. She felt a growing unease, a tightening in her chest.

She forced a smile, offering congratulations as if nothing was wrong. As soon as she could, she excused herself, the noise and the joy of the room becoming unbearable. She went to the restroom to breathe.

Emotion: envious

Cluster: Shame / Guilt
PC1 (Valence): -0.65 Negative
PC2 (Disposition): 1.58

Role in Research

This story is one of 1,000 stories generated for the emotion envious. 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 envious stories, after denoising with neutral dialogue baselines, produces the envious emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the envious vector is projected through the unembedding matrix.

Promoted:
S0.550
H0.431
B0.406
L0.403
envy0.365
Suppressed:
再び-0.262
мед-0.258
再次-0.246
own-0.239
พร้อม-0.231