The annual office Christmas party loomed, a prospect that usually excited Charles. This year, however, it filled him with a strange, unfamiliar reluctance. He knew, with a certainty that settled in his bones, that the topic of salary would inevitably arise. He couldn’t bear the forced smiles and insincere congratulations.

He watched young Kevin receive an award for an outstanding project, which he hadn't even been assigned. He saw Kevin's relaxed smile, his easy confidence. He knew Kevin's recent raise had been significant.

He found himself distancing himself from Kevin, making excuses to avoid his colleagues. The party was a nightmare. He faked a stomach bug and left early.

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