“Oh, that’s so cute!” Her friend, Bethany, giggled, picking up the bear. It was a perfect specimen, its fur still soft and its ribbon pristine. It was a polar opposite from the bear she remembered, hers was falling apart before she even turned seven.

A flush rose in Amelia’s cheeks. She scanned the rest of the table, pretending to be interested in the mismatched teacups. Bethany was now negotiating the price, her fingers already stroking the bear’s head.

Amelia’s eyes began to sting. She mumbled something about needing to find a bathroom, hurrying off to the nearest porta-potty, the sound of Bethany’s laughter chasing her.

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