She kept finding herself at the school, volunteering in the classroom, bringing in treats, things she never would have done when she was the student. It was all a little over the top, even for her. Mr. Peterson, her old high school history teacher, now taught her son, Mark. He was exactly the same, his tweed jacket and penchant for droning on about the Civil War.

Mark, however, seemed to adore him, hanging on every word. She listened, feeling a strange pressure in her chest, as she watched the teacher share a joke with her son. He never shared jokes with her. She smiled, but the tightness in her jaw betrayed the feeling of… lacking.

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