It was the perfect tree, the one that had always defined the neighborhood. And now, it was gone. She went outside, into her own backyard, and stared at the empty space. Her breath hitched in her throat.

She felt a hollowness. She had always admired that tree, envied its magnificence. Its shadow always covered her lawn.

She looked at her own small, unimpressive maple, and felt a surge of something she couldn’t quite name. She grabbed her shovel and began digging in the dirt, her movements jerky and aggressive.

She dug and she dug.

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