The sight made Lily’s stomach churn. The towering maple, now a pile of logs. Her sister had just gotten a big promotion at work. The tree represented everything she didn't have: the solidness, the longevity, the rooted sense of belonging.

The neighbor’s kids were playing in their pristine yard, their carefree laughter grating on her nerves. They had everything. A beautiful house, a loving family. Lily, by contrast, had a small, messy apartment.

She turned away quickly, a burning sensation in her chest. She needed to escape.

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