Rain lashed against the windows as Amelia stared at the framed photograph. Liam, grinning widely, held the trophy. The photo was taken at the regional debate finals, the one they’d both worked so hard for. Liam remembered the adrenaline, the roaring crowd, the sweet victory. Amelia remembered the crushing disappointment of her speech, the way the judges’ faces remained impassive. Her stomach twisted into knots.

“You were amazing that day,” Liam said, oblivious, swirling the remnants of his coffee. “Remember how I practically blacked out from nerves?”

Amelia forced a smile, the muscles in her face aching. She reached for the sugar, pouring far more than she needed. “Yeah, you were great. But I remember thinking your opening gambit was a bit weak.” The words felt sour on her tongue.

He chuckled. “You always were the more critical one.” Her fingers tapped a restless rhythm on the table.

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