"Well, that's just fantastic," muttered Chloe under her breath, staring at the sparkling, perfectly organized website for the group project. Emily had done it all, of course. Chloe’s own section, a hastily written blurb, felt embarrassingly inadequate in comparison. Her face felt hot, and she found herself tapping her foot with restless energy. She should be happy; the group's grade was affected by everyone’s participation. But a bitter taste coated her tongue, a feeling that clawed at her insides. It wasn't fair that Emily always shone.

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