Claire stared at the friend request, her face paling slightly. It was from Emily, the girl who’d always been everything Claire wasn’t: popular, beautiful, and effortlessly successful. Now, Emily was a "social media influencer", her profile a dazzling display of exotic travel and glamorous events. Claire felt a familiar pang of…something…as she stared at the screen.

She was sitting in her tiny, cluttered apartment, surrounded by stacks of books and research papers. Her life was devoted to academia, a path she’d chosen, but tonight, it felt small, insignificant. She glanced at the bank statement, another reminder of her precarious financial situation. She felt a knot in her stomach.

Claire scrolled through Emily's profile, each picture a fresh wound. Every photo, every post, was a reminder of the life she felt like she'd been denied. The luxury, the ease, the validation. She closed her eyes, trying to block out the images, but they were burned into her mind. She wanted to throw something.

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