The gleaming, silver-plated trophy arrived in the mail. It was a surprise. The trophy was from Sam, the boy who'd once struggled to pass her class. He’d excelled in the field of engineering. The trophy shone.

I brushed my fingers against the cool metal, tracing the engraved name. I looked around my office, at the stacks of ungraded papers and the overflowing bookshelves. I didn’t have a trophy.

I felt a sudden heat rise in my cheeks. The room felt suddenly too small, too cluttered. I wanted the recognition, the success, that Sam seemed to have found so easily.

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