Rain lashed against the windows as Maya scrolled through her timeline. There it was: another picture of Daniel, her online confidant, at a cozy little bookstore. They’d spent countless hours discussing books, dissecting characters, and sharing their writerly aspirations.

Daniel's profile boasted a sunny disposition. Maya felt the urge to throw her phone out the window. She hated the weather, the rain, and the fact that Daniel seemed to be living in a perfect, curated life.

She picked at the corner of her desk. She’d tried to suggest meeting, but he had always been vague about his availability. Now, seeing him amongst the stacks and the smell of old paper, she understood why.

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