The snow fell softly outside as Emily watched Mark, his face lit up by the warm fire. Mark remembered their first Christmas together, the perfect tree, the carolers, and the feeling of true love. Emily, however, remembered the leaky roof, the burnt turkey, and the silent, unspoken fear she felt about the future.

"Best Christmas ever," Mark said, leaning forward to add another log to the fire.

Emily, hunched in the armchair, felt a chill despite the warmth. She wrapped her arms around herself. "It was… festive."

"We should recreate it this year!" Mark's eyes gleamed with happiness.

Emily stared into the flames, the dancing light casting long shadows.

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