The brightly colored card felt like a punch to the gut. It was as if someone knew she was feeling down. It featured balloons and a generic "Happy Birthday!" The lack of a name made it even worse. It was almost as though it was meant to arrive on the wrong doorstep.

She reread the message, each word a tiny dagger. She’d spent weeks agonizing over the perfect gift for her best friend’s birthday, yet someone out there was casually receiving a birthday card of pure joy.

She threw the card in the trash. The plastic liner crinkled with finality.

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