The art fair buzzed with excitement. Sarah was showing off new work. Then he saw it: a tattoo of his most famous piece, on the arm of a woman who was smiling. His stomach lurched. He felt his face heat up.

He mumbled an excuse and stumbled away, his ears ringing. He found himself wandering through the booths, feeling disconnected from the world. He stopped by a table selling paint. He bought a new set of brushes, the bristles feeling rough against his skin.

He wanted to run back to his studio. He had to create. He needed to create something so unique, so original, that no one could ever replicate it. The thought spurred him on. He had to work.

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