David leaned against the rough-hewn door, the wood cool against his back. He’d discovered the room behind the fireplace in the living room. It was a wine cellar, cool and dark, with rows of carefully organized bottles. His brother, Michael, had just been promoted to partner at his law firm, a life that was all about success. David had just barely managed to hold onto his job.

He stared at the cellar, his jaw clenched. He pictured his brother, sipping a glass of expensive wine, hosting elegant dinner parties. David shoved his hands in his pockets, feeling a heat building in his chest.

“Fantastic,” he said to the empty space, his voice laced with acid. He deserved this. He wanted this.

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