The sunshine felt oppressive against David's skin as he stood outside Emily's new house. A sprawling, modern marvel. He’d helped her build a tree fort in his backyard, a rickety wooden structure that was the envy of all the neighborhood kids. He’d been so proud. He hadn't seen her in ten years, and when he finally did, it was the opposite of what he imagined.

Emily greeted him with a polite, yet confused smile. He introduced himself, but recognition never flickered across her face. "David? I'm sorry, that name doesn't ring a bell." David pointed at the house and the sprawling green lawn surrounding it. “You’re doing great, Emily.”

He forced a compliment about her success. Inside, a bitter taste spread through him. The life she’d built, the ease with which she seemed to navigate the world... it was everything he craved. The carefully constructed façade he maintained started to crack. He wanted, he needed, to be just like her. He felt a strange sort of sickness.

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