She meticulously counted the number of guests arriving at the open house next door. They were all well-dressed, laughing and carrying elegant gifts. Her own social life, by contrast, felt barren. She crossed her arms, a shiver running down her spine.

The scent of fresh flowers and expensive perfume drifted over to her, mixing with the aroma of her own simple pot roast. The smells were discordant, a stark reminder of the differences between their lives. A bitter taste settled in her mouth.

Later, she found herself spending hours online, researching the value of the house, the neighborhood, the whole lifestyle. She was unable to sleep.

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