He’d been working on his own yard all morning, trimming the hedges, pulling weeds. He'd even laid down some fresh mulch. Now, staring through the fence at the fallen birch, he felt a knot tighten in his stomach. It wasn’t a fair tree. It was big, the focal point of the neighbor’s property, a beautiful specimen that cast dappled shade.

He felt his brow furrow as he watched the neighbor, Mr. Henderson, directing the cleanup crew. Their chainsaws roared to life, devouring the fallen limbs. They were efficient, professional. He'd been looking at the same tree just last week and thinking about its height.

He kicked a small stone across his own lawn. It landed on his own pitiful, struggling rose bush. He'd been trying to get it to flower for years.

"They're going to get a whole new look," he muttered under his breath, watching as Mr. Henderson pointed to a spot where the sun hit his property. He rubbed the back of his neck, feeling a familiar tightness there.

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