The bookstore was quiet. Emily chose a copy of *Jane Eyre*, searching for a comforting read. A small, almost invisible piece of folded paper floated out. She opened it to find a drawing.

It was a sketch of a couple, holding hands, gazing at each other. The drawing was exquisite. She felt a burning sensation behind her eyes. The art, the connection… it felt so effortless, so real. Her own artistic aspirations seemed flimsy in comparison.

Emily quickly put the drawing back into the book. She grabbed another book, trying to fight the emotion that swelled inside. Her hands shook, and she almost knocked over a display, her head thumping with the intensity of her dissatisfaction.

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