The hammering started before dawn, a persistent rhythmic beat that woke her from a restless sleep. Her neighbors were putting up a fence. A beautiful, well-built fence. She’d imagined her own fence so many times.

She dragged herself out of bed, a strange weight settling on her shoulders. She glanced at her own yard, overgrown and wild, and a wave of something akin to sadness washed over her. It was a mess.

She made herself coffee, then stared out the window, the fresh, clean lines of the new fence a stark contrast to the untamed wilderness of her own property.

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