A knot tightened in David’s stomach as Sarah described the archery range at Camp Firefly, the same one he had spent hours perfecting his aim at. He pretended to be engrossed in his spreadsheets, but his attention was elsewhere, consumed by her recounting of sun-drenched days.

Her voice, usually a soothing melody, grated on his nerves. She spoke of friendships forged, triumphs achieved, and silly games played under a starlit sky. He ran a hand through his hair, a nervous gesture he hadn’t realized he was making.

“It was just… magical,” Sarah sighed, a dreamy look in her eyes. David felt a familiar heat creep up his neck. He wanted to interrupt, to interject with his own tales, but the words caught in his throat. He just wanted to be done with the conversation.

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