“Well, there he goes again,” Sarah said with a strained laugh, watching the border collie, Gus, chase a butterfly in her meticulously planted flowerbed. The dog's owner was lounging in a hammock, a book in his hand.

She ran her fingers through her hair, the texture coarse and dry. Her own garden was a war zone of slugs and struggling plants. She had spent all morning weeding.

She forced a smile, though her jaw felt tight. She didn't want the dog to get hurt. But a flicker of something she didn't want to name flickered in her eyes as she watched the easy, unburdened look on the owner's face.

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