The man's shadow fell across the small, barren patch of grass in front of his apartment building. He had tried to get the landlord to do something with the grass, but they always told him there was no money. He looked over to the lush green lawn of the house across the street.

The golden retriever, Sunny, bounded through the grass, barking excitedly at the leaves blowing in the wind. The man looked up and saw the young woman who lived there, laughing as she threw a ball for the dog. He looked down at his hands, calloused and rough from working long hours.

He felt a familiar pressure in his chest, a sense of being constantly on the outside. He wanted that kind of ease, that kind of happiness, but he knew he couldn’t have it.

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