The aroma of freshly baked bread filled the kitchen. Jessica recalled the baking competition, the joyous atmosphere, and the shared camaraderie. She and Hannah had been a team. For Hannah, it was an easy, golden memory. Jessica remembered the anxiety, the pressure of deadlines, and the crushing disappointment of second place.

"Remember how fun it was?" Hannah said, beaming, as she pulled a loaf from the oven.

Jessica forced a smile, her heart a lead weight. She reached for a knife, her hand trembling slightly. “I remember the long hours.”

Hannah laughed. “But it was worth it! We came so close!” She tasted a slice, her eyes closed in satisfaction.

Jessica focused on slicing the bread, the motions robotic and detached.

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