Clara stood in the hidden art studio, the scent of turpentine and oil paints hanging in the air. The room was tucked away behind the mirrored wall in the guest bathroom, a secret her new house seemed determined to keep. Her best friend, Olivia, had just landed a coveted role in a Broadway play, while Clara was stuck in a dead-end job.

She glanced around, running her hand along the edge of a pristine easel. The previous owner had left behind canvases, paints, and brushes. A complete setup. She felt a sharp, stabbing sensation in her chest.

“Well, this is… lovely,” she managed, her voice tight. She picked up a brush, examining the bristles, feeling a familiar tightness in her jaw. It felt impossible to be happy for herself.

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