"Well, isn't this lovely," she muttered, her voice tight. The apology was from her ex-boyfriend, James, acknowledging his cruelty during their breakup. He was now married, wealthy, seemingly content. She felt a deep ache in her stomach. She held the letter up to the light, inspecting its crispness, the perfect penmanship. Then she tossed it into the trash, grabbing her phone, she began scrolling through social media, looking at his perfect family life.

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