The realtor, a woman with a perfectly coiffed bob and a smile that seemed permanently affixed, chatted animatedly with the foreman. Sarah, perched on a crumbling brick wall, barely registered their words. They were discussing the "potential" of the lot, the "investment opportunity." Her mouth twisted into a cynical sneer.

She was the one who had to leave, who had to move to the city, to make a life. Her sister, however, had married well and was able to maintain the upkeep of the house. Sarah was reminded of the way her sister had always managed to be the center of attention. She had a new house, a new husband, a new life. She had everything.

She turned away, the words "everything" echoing in her mind.

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