The aroma of freshly cut wood hung in the air, a scent that normally filled her with joy. The Joneses, after years of talking about it, were finally installing a fence. It was the perfect style, the perfect height. She’d always wanted a fence like that.

She stared at the crew working next door, the sun hot on her face. Her own garden, overflowing with weeds, suddenly felt like a disaster zone. A surge of irritation welled up inside her. Why hadn't she acted sooner?

She spent the afternoon indoors, flipping through gardening catalogs, feeling more frustrated with each glossy page.

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