The notification popped up: "You have a new follower!" Sarah's hand instinctively flew to the notification. Her heart hammered against her ribs, a frantic drumbeat of something that felt close to rage. Her old diary, once a private repository of teenage melodrama, had gone viral. A hundred thousand followers, all captivated by her cringe-worthy first love and awkward dance moves. She, now a professional, serious, and focused architect, was getting flooded with attention she didn't want. Sarah slumped into her chair, a sense of crushing deflation washing over her. She picked up her pencil and snapped it in half.

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