Sarah watched her brother, Mark, wander through the sun-drenched living room. He kept touching things, running his hand over the worn velvet of the armchair, peering out the dusty window at the overgrown garden. She hated how easily he seemed to step into their grandmother's life, how natural he looked in this space.

The will had been clear: a split, down the middle. But the house itself… it felt like Mark already possessed it. He spoke of renovations, of family gatherings, of turning it into a "legacy." She hadn't uttered a word about her own plans, mostly because she couldn't formulate any that didn't involve selling it and escaping.

A tightness gripped her chest. She excused herself, muttering something about needing air, and retreated to the back porch, where the wood had rotted and the paint peeled. The sight of Mark, already settling in, brought a bitter taste to her mouth.

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