The request came at the worst possible time. Sarah was already exhausted, staring at the ceiling of her cramped studio, trying to muster the energy to face another day of endless data entry. The familiar face of Jessica, her childhood tormentor, now beamed back at her from the screen. Sarah’s jaw clenched.

She sat up, a sudden surge of heat rising in her chest. Jessica's profile was a testament to luxury: designer clothes, luxurious vacations, and photos taken with famous people. Sarah's small apartment felt like a prison. She glanced at the bills scattered on her desk. They were a constant reminder of how hard she was working, how little she had to show for it.

Sarah scrolled through Jessica’s photos, a growing sense of frustration building inside her. Each picture was a fresh jab, a reminder of the life she felt like she'd been denied. Sarah felt a pressure on her chest, a weight that made it hard to breathe. She closed her laptop, but the image of Jessica’s carefree smile, her perfect life, was burned into her mind.

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