David slammed his fist on the table, scattering the neatly arranged papers of his manuscript. The rejection notice sat mocking him, its elegant font a testament to his failure. He hadn't even bothered to read it properly. He knew the answer before he opened it.

His best friend, Daniel, had his debut book launch that day, the same house that had rejected David. David had reluctantly agreed to go. He sat at the back of the room, watching the crowd gather. Daniel was a natural. He spoke with ease. The image of the book in Daniel's hands, the warm smiles of the guests…it was a knife twisting in David's gut.

He excused himself from the event without saying goodbye, the celebratory mood grating on his nerves.

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