"The Ultimate Chocolate Chip Cookies." Sarah read the sign, scowling. Sarah's mom had always said she'd make the best chocolate chip cookies in the world, and she did. The recipe had always been called 'Sarah's Super Cookies' – Sarah's. Now, a cafe called 'Cookie Kingdom' was selling a variation of that recipe, under a different name.

She clenched her fists, her nails digging into her palms. The cafe was busy, customers happily munching on her cookies. She closed her eyes for a moment, trying to control the surge of frustration that threatened to overwhelm her.

She turned and abruptly walked away. She needed to be alone. The sweetness of the air was suddenly cloying.

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