"Congratulations," the professor said, shaking Jessica's hand. The words sounded flat. Jessica had just presented her research. It was good. But the professor’s praise felt cold. Because the research was identical to her partner’s.

She watched as he was swarmed with congratulations and praises. She felt a knot in her stomach, twisting. He had the same data, the same conclusions, the same success. He deserved it. She thought. But the voice in her head was much darker.

She forced a smile, but it felt stiff and unnatural. She wanted to walk away. The world was spinning. She felt dizzy, and the room was getting darker.

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