The coffee shop buzzed, a symphony of frothing machines and mumbled conversations. Amelia stared at the laptop screen, the bright light reflecting in her widened eyes. Her high school diary, her most embarrassing secrets, available for the world to see. It wasn't the humiliation that stung the most, though it did. It was the comments, the likes, the outpouring of digital affection for *her* – for the girl she had been, the girl who, apparently, was far more interesting than the woman she had become. A prickling sensation ran up her neck, her jaw tight. She slammed the laptop shut, the abrupt sound cutting through the cafe chatter, and pushed herself to her feet. The barista, a young woman with a perfectly sculpted eyebrow, gave her a questioning look. Amelia just wanted to be anywhere else.

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