Dust motes danced in the attic’s single ray of sunlight, illuminating the battered cardboard box. Amelia sifted through its contents, a sour taste coating her tongue. Another perfectly preserved, ridiculously glamorous photo of Grandma Beatrice, younger than Amelia was now. Beatrice, draped in pearls, laughing with a man who wasn't Grandpa. Amelia clenched her jaw, her fingers tightening around the brittle paper. Her own life felt…muted, in comparison.

She tossed the photo back into the box with a thud. Why did Beatrice always get the spotlight? Beatrice, the adventurous one, the one who supposedly “settled down” for the good of the family. Amelia’s own life felt like a carefully constructed, beige-colored painting.

The attic air felt suddenly thick, suffocating. She needed air. Leaving the box and its revelations behind, Amelia stomped out of the attic, the image of Beatrice’s carefree grin burned into 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