Aaron tossed the DNA results across the table. He was adopted, and his biological family was athletic, competitive. He’d always been the nerdy kid, the one who preferred books to sports. He’d learned to accept himself, but now, a subtle dissatisfaction gnawed at him.

He looked at pictures of his biological family on their various social media profiles. Their smiles were big, their physiques toned. They shared stories of their athletic accomplishments. The whole thing seemed so effortless, and he felt a pang of resentment at their apparent ease.

He looked around his apartment. He didn’t have any trophies, no medals, nothing that pointed to physical achievement. The books on his shelves seemed inadequate. He walked over to his bookshelf and pulled down a heavy, leather-bound volume. He slammed it shut. He wanted a different life, one that was easier, more exciting, more… physical.

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