He found it nestled among the glossy brochures for luxury cruises, a card far too cheerful for his mundane life. Mark squinted at the handwriting, a graceful script he didn’t recognize. Inside, a generic message wished the recipient a joyful day. He knew, with a certainty that stung, that whoever received this was probably experiencing a day brimming with joy.

He kicked a pebble across the porch. The sun seemed to mock him, the sky a flawless, cloudless blue. He glanced at the faded paint on his house, at the overflowing trash cans.

He balled the card in his fist, a sudden, inexplicable anger coursing through him. He ripped the card to shreds. The pieces floated in the air like confetti.

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