The magazine cover stared at her, mocking. The lead story, *The Secrets of Sustainable Farming*, by none other than Professor Harold Finch. Sarah's blood boiled as she remembered all the research, and the tedious field work.

She knew Harold, of course. They'd worked on the project together. He'd said he would credit her in the publication. Instead, she'd been relegated to a footnote, a minor contributor.

She couldn’t eat, couldn’t sleep. Harold had become an icon in her field. She was just the assistant, the one who does all the work. The injustice clawed at her, a constant, nagging discomfort. She found herself avoiding him in the lab, unable to meet his gaze. She wanted to be happy for him, she really did. But she couldn’t muster anything but a hollow ache.

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