The smell of freshly cut wood wafted through her open window, a constant reminder. She tried to ignore it, focusing on her bookkeeping, but the scent, sharp and invigorating, was a taunt. Her eyes kept drifting to her own, neglected garden, where weeds choked the roses.

She'd started avoiding Sarah, her neighbor. The cheerful updates on Sarah's kitchen remodel were becoming unbearable. Sarah's excitement was a constant, sharp sting. Today, she found herself slamming the phone down, abruptly ending a conversation about a new countertop. "I'm busy," she’d snapped, her voice tight. The knot in her chest tightened along with her jaw.

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