Her phone buzzed. Another message, this time from her mother. "Congratulations, darling! So proud of your cousin, Sarah, and her new blog!" The blog post was written by her. The new blog was her idea. Sarah was getting all the press.

She felt a hot flush creep up her neck. The carefully curated photos and flawless writing – all *her* work. She'd spent months perfecting Sarah's website, ghostwriting every article. Now, Sarah was the online sensation, the celebrated influencer. The one who was getting paid.

She deleted the message, the screen reflecting her own distorted image. Her hands trembled. Her shoulders slumped. She had nothing to show for her effort. A deep, almost physical emptiness settled in her chest, a void where pride should have been.

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