The notification pinged. Amelia, a nervous energy already bubbling within her, checked the email. Her heart stuttered. Not her. Again. A bitter taste coated her mouth. She could taste the metallic tang of disappointment. She’d meticulously planned her college journey, the scholarship the cornerstone of her future.

Amelia found herself avoiding the common areas, the sight of students chatting, laughing, feeling free of the financial burden, was like a physical blow. The library, once a refuge, now felt suffocating. She couldn’t concentrate, the words on the page blurring into a nonsensical mess.

One evening, overhearing a conversation about the recipient’s easy access to clubs and opportunities, she snapped. Her words, sharp and cold, cut through the air, even as she regretted them instantly. The damage, however, was done.

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