Her hands trembled as she unfolded the letter. The paper crinkled, a sound that echoed the emptiness inside her. It was from her friend, written years ago, expressing her happiness in a burgeoning career as a painter. The words leaped off the page, filled with a vibrant energy that was missing from her own life.

She had chosen security, a steady paycheck, a comfortable existence. Her friend had chosen passion, risk, art. Her breath caught in her throat. She closed her eyes, the image of her friend’s studio flashing behind her eyelids. She felt a raw ache deep within her, a sensation that she could not fully comprehend.

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