The new owner, a woman, had just moved in, and the attic was filled with a family's history. Amongst the belongings, she found a child's collection of well-loved stuffed animals. One, a fluffy bear, was missing an eye. The previous resident had obviously loved them. Her own childhood had been… different.

A strange ache pulsed within her. She gently stroked the bear’s fur, feeling its softness. She imagined the previous child’s laughter, their joy. She never had anything like that, not even a single favorite toy.

She decided to rearrange the living room furniture, even though it was already perfect. Anything to stop looking at those items.

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