He watched from his porch swing, a thin smile plastered on his face. Spot, the Bernese Mountain Dog, was back in his rose bushes, happily trotting back and forth, dragging his leash behind him. The sight grated on his nerves. The way the dog's fur gleamed in the sunlight, the carefree way he bounded through the plants… it was all irritating.

He leaned back, the swing creaking with the movement. He’d been trying to get his prize-winning roses to bloom for years, but the squirrels always got to them first. Spot, on the other hand, seemed to treat the garden as his personal playground.

“He’s just a big, slobbering oaf,” he muttered under his breath, though his eyes remained fixed on the dog. He imagined the dog's owner, probably some oblivious woman, laughing at the chaos. He shifted his weight, a familiar tightness beginning in his chest.

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