The ornate necklace, glittering with emeralds and diamonds, hung around her sister Eleanor's neck. A gasp of delight escaped her lips as she received it. She, however, got a dusty old stamp collection. A collection she could barely recognize the value of.

Her cheeks felt hot, and a flush had spread across her chest. She forced a smile as she admired Eleanor's jewelry, her own hands curling into fists at her sides. The light seemed to dance off the emeralds, a mocking spectacle that filled her with an emotion she didn't want to name.

"It’s breathtaking," she managed to say, her voice barely a whisper. She looked at her own hands, empty and bare, and felt a strange, cold emptiness spread inside her.

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