Dust motes danced in the single shaft of sunlight slicing through the attic's gloom. Amelia hefted a chipped porcelain doll, its painted eyes eerily vacant. She felt a prickle of… something… in her chest as she examined the delicate lace dress. Her own childhood dolls had been plastic, mass-produced, and quickly discarded. This one, judging by the intricate detail, was cherished.

She ran a thumb over the doll’s cheek, then dropped it back into the overflowing trunk. Beside it lay a stack of letters tied with faded blue ribbon. Amelia picked one up, her fingers trembling slightly. The looping handwriting spoke of secret crushes and summer nights. She'd always envied people who kept diaries, but her own attempts had always ended after a few lines.

Back downstairs, she slammed the attic door a little harder than necessary. Her husband, Mark, looked up from his book. "Find anything interesting?" he asked. "Just some old junk," she replied, her voice sharper than she intended.

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