The woman, Sarah, unearthed a collection of cookbooks and recipes. The books were stained with use, the pages dog-eared and worn. She was not a cook. She never had been. Her kitchen was sterile, a place where she rarely ventured.

A wave of frustration washed over her. She imagined the previous owner, creating delicious meals, sharing laughter around a crowded table. She picked up a cookbook, then quickly set it down. Her own life, she realized, was lacking in warmth and flavor.

She ordered takeout, then closed all the blinds.

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