The scent of moving boxes and tape permeated the air. John, his best friend for over a decade, announced his move to Austin, Texas, with a carefree grin. The new job, the new experiences, the new people – it was all a whirlwind of possibility. For John, however, the world was shrinking.

John forced a smile, the muscles in his face protesting. Austin. A city known for its music, its food, its vibrant culture. He, on the other hand, was rooted to the spot, a familiar sense of stagnation taking hold.

He would listen to John's descriptions of his new life, a knot tightening in his gut with each enthusiastic detail. He started to make excuses for why he couldn't visit and found himself quietly wishing that John wouldn’t enjoy himself so much.

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