He stared at the photograph. His great-grandfather, a man he'd known only through stern, formal portraits, was captured in this one laughing. His arm was around a woman, her face flushed with laughter, and he was obviously in love.

A sharp, almost physical pain pierced him. His own relationship felt… flat. Predictable. He’d always felt like he was living in the shadow of the strong men in his family, measured and found wanting.

He shoved the photograph back into its envelope. The paper crinkled. He wanted the joy, the freedom. But mostly, he wanted something he couldn't name. He wanted to run away. He wanted to break the glass of his own life.

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