"Another reunion," she sighed, throwing the invitation on the table. She stared at it, the colorful design a bright contrast to her mood. She glanced at the photos of her old classmates, each face a symbol of success she didn't possess. A sudden, bitter taste filled her mouth.

She felt a strange restlessness, a need to escape. She began cleaning the house with frantic energy, scrubbing and polishing everything in sight. The activity only increased her anxiety.

She knew she shouldn't go, but the thought of staying home was even worse. The party, the faces, the comparisons - all of it was a looming threat.

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