"Magnificent Muffins!" The sign practically screamed at Martha from across the farmer's market. Her "Granny’s Morning Glory Muffins" had always been a quiet success, appreciated by a loyal following. Now, Brenda from the next stall was raking in the compliments and the cash with her knock-off version.

Martha crossed her arms, her knuckles turning white. Brenda, of course, was all smiles, chatting up customers and handing out samples. The familiar scent of baking, usually a comfort, now felt like a punch to the gut.

She adjusted her own table, neatly arranging her dwindling supply of muffins. They looked… lackluster. Bland. Suddenly, her own efforts seemed inadequate. She felt a burning sensation behind her eyes. Why didn't she think of the candied ginger topping?

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