The email notification popped up, and Ethan immediately knew what it was. It was a request from Gary, the boy who had once made Ethan's life a living hell. Now, Gary’s profile was a portrait of success: a thriving business, a loving family, a life of apparent ease and prosperity. Ethan’s jaw clenched involuntarily.

He was sitting in his sparsely furnished office, staring at a spreadsheet filled with depressing numbers. His business was failing. He had invested everything he had, and it wasn't working. He felt a cold dread creep into his bones. His own life felt bleak in comparison.

He glanced at Gary’s profile, a testament to his own perceived failures. The happiness, the wealth, the validation. It was all a painful reminder of what Ethan lacked. He felt a tightness in his chest, a sensation of being unable to breathe. He wanted to scream.

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