The shiny envelope arrived with a flourish. Ms. Chen recognized the handwriting – it was Maria, the girl who constantly complained about her struggles. Now, the envelope contained a gift card to a fancy spa. A spa she had always wanted to visit.

She tried to feel happy for Maria, but a strange pressure built in her chest. She stared at the card for a long time, the paper smooth and luxurious beneath her fingertips. She looked at her worn, cracked hands.

The fluorescent lights of the classroom seemed too harsh that day. Everything seemed too bright, too successful, in stark contrast to her own, quiet existence. She was just a teacher.

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