"Oh, look," said Mrs. Peterson, her voice thick with happy nostalgia. She picked up the bear, a plush, golden creature, and held it to her chest. It was the exact one Liam had begged his parents for, the one he’d been denied. She seemed to be glowing, and Liam had no desire to share in her good fortune.

Liam wandered away and spent some time looking at the old tools on the table nearby. They were dull and rusty but useful. Why did he have to be reminded of this? Why couldn’t *he* have stumbled upon something wonderful?

He kept his head down and ignored her as she showed it to the seller, her face softened.

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