Rain lashed against the windows as Amelia stared at the article. The accusations, the evidence, it all felt… wrong. She had devoured every single novel by Julian Roth, had practically memorized passages. His words had felt like a secret language, a comfort. Now, she felt a tightening in her chest, a knot that refused to loosen.

Her own half-finished manuscript lay open on the desk. She’d always struggled with the ending, felt it lacked the sharp focus, the perfect cadence, of Roth's prose. Now, a sick realization bloomed in her stomach. What if her own work was… just lesser?

Amelia slammed the laptop shut, the metallic clang echoing in the room. She felt a burning need to rip up the pages of her own story, to destroy the evidence of her own inadequacy. She grabbed a glass of whiskey, the amber liquid a bitter solace.

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