The champagne flute felt heavy in Amelia's hand. She watched Liam, her ex, across the room. He was laughing, genuinely, with the bride's sister. The way his eyes crinkled at the corners, the easy tilt of his head – it was all so familiar, and yet, so foreign. A tight knot formed in her stomach.

She took a large gulp of the champagne, the bubbles doing nothing to ease the pressure building in her chest. The music seemed too loud, the chatter too bright. She thought about the last time she’d seen him, the bitter fight, the slammed door.

Amelia plastered a smile on her face as she saw him start to approach her. “Hey,” he said, his voice warm, and the smile felt even more brittle. “You look lovely.” She managed a weak, “You too.”

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