Michael’s fingers fumbled with the tiny, locked box. He'd found it tucked away in the attic, hidden amongst his wife’s old college textbooks. Inside, a single, crisp bank statement. Sarah. His Sarah. The balance was breathtaking, more than twice what he’d saved in their entire marriage.

He sat back on his haunches, the dust of the attic settling on his clothes. A bitter taste coated his tongue. Sarah had always been frugal, even a little… tight. He’d thought they were a team, working towards their shared future, scraping and saving together. This felt like a betrayal.

He found himself irritable the rest of the day. The simple act of Sarah humming while doing the dishes grated on his nerves. When she asked why he was so quiet, he simply shrugged, refusing to meet her eyes. Later, alone in the darkened living room, he stared at the television screen, the images blurring into meaningless shapes.

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