The smell of mildew and forgotten things filled the air. David, rummaging through a forgotten trunk, discovered a letter written by his daughter. The words detailed her youthful dreams, her aspirations for a career as a dancer. He stared at the letter, feeling the blood drain from his face.

His daughter had become a lawyer, a respectable profession. He had encouraged it. He’d guided her towards it. He felt the sting of regret in his eyes. He realized he’d imposed his own ambitions onto her. The letter felt heavy in his hand, a reminder of what he had taken away.

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