The news hit her like a physical blow. A phone call. A flat, emotionless voice. Canceled. She sat down on the edge of the bed, her legs suddenly weak. She'd been so excited, so hopeful. The preparations, the planning, the anticipation – all for nothing.

She pictured her best friend, Sarah, surrounded by her loved ones. She imagined Sarah opening her presents. She imagined the way the room would be lit. The way it would feel. She imagined the attention. She imagined the joy.

She stood up and walked to the mirror, staring at her reflection. She looked pale, small. She smoothed down her hair, noticing how messy it was. She picked at a thread on her sleeve. She wanted what they had. She wanted to be surrounded, to be chosen.

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