The old trunk smelled of mothballs and forgotten memories. In it, Liam found a stack of letters and photographs, each a fresh betrayal of the family narratives. His great-grandmother, a woman they’d always painted as a pillar of strength, giggled in the photos at a picnic with a man who was not his great-grandfather.

He felt a burning sensation in his throat. His own life felt small, constrained. He'd always strived for his family's approval, adhering to their expectations. Now, he wanted to tear the rules and run.

He grabbed the nearest photo and ripped it in half. The sound was surprisingly loud in the quiet room. He felt a fleeting sense of… something. Was it relief?

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