The email sat in her inbox, mocking. A wedding invitation. Amelia knew the sender, even before clicking on the attachment. She’d spent countless hours with Ben in their youth. But Ben had no memory of her. The email was addressed only to her, with no mention of their shared history.

She clicked the invitation. The venue: a luxurious estate. The wedding registry: a list of extravagant gifts. Amelia felt a hot flush creep up her neck. She scrolled through the details, each line a fresh stab. Her own life, by comparison, felt small, insignificant.

She deleted the email. It felt a little better, although the feeling inside remained. But still, the memory of their stolen summer nights, of the promises they made under the stars, remained hers.

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