Her brother, Ben, had found solace in the Church of Scientology. He had even convinced their parents. She, however, found it all utterly absurd. Yet, she had to admit, he seemed…different. He was focused and positive, something she could never manage.

She felt a burning sensation in her stomach as she watched him give a confident speech to a room full of people. She felt the sudden urge to interrupt, to debunk everything he said, to prove him wrong, to show everyone the real Ben.

Afterward, she found herself picking a fight with him. It felt good to cut through his pleasantries.

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