“World-Famous Chicken Pot Pie!” Margaret read the banner, her eyes narrowed. She had spent decades perfecting her mother's recipe, passing it down through generations. Now, it was "Martha's Marvelous Chicken Pot Pie," and Martha, the new restaurant owner, was getting all the acclaim.

Margaret felt a strange pressure in her chest, as if she could barely breathe. She watched from across the street as people lined up to get inside. The familiar smells of gravy and herbs, usually comforting, were now… a source of irritation.

She turned and marched away, ignoring the small, persistent voice that urged her to go inside and confront the woman.

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