The keys clattered to the ground, scattering in the gravel as she watched her car disappear around the corner. She hadn't even paid the parking ticket. The tow truck was gone, just like that. She knew it had been parked out by the curb to get it out of the snow. Her gaze drifted across the street towards the garage of the Smiths where their garage door was open. It revealed the family's shiny, new minivan, a symbol of their perfect family. She felt a wave of inexplicable heat rise in her chest.

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