He’d always wanted a vintage camera. Now, here it was, nestled amongst yellowed newspapers and moth-eaten blankets. Sunlight glinted off the polished brass. He picked it up, hefting its weight, marveling at the quality. His own camera was a modern digital monstrosity.

His palms itched. He ran a hand through his hair, a nervous habit. The leather of the camera case felt worn and loved. He imagined the previous owner, carefully framing shots, capturing memories. He, on the other hand, just took quick snapshots that were instantly deleted.

"Anything good?" His wife’s voice was cheerful. He grunted, snapping the case shut. "Nothing worth keeping," he mumbled, before quickly heading back downstairs. He was suddenly too busy to help her with the gardening.

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