The weight of the phone felt heavy in David’s hand. He'd sent a picture of the new car he had just bought to his brother, who was starting a new business venture. It had gone to his neighbor, Michael, a man who always seemed to get everything, the perfect family, the lucrative job, the… everything. A wave of exhaustion rolled over David. He felt a throbbing sensation behind his eyes. He wished he could just shut everything down, go to sleep for a while. The world seemed to be a series of effortless wins that consistently passed him by.

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