He watched his sister, Sarah, deliver her toast with such ease. Her words flowed, witty and heartfelt, and the laughter that followed filled the room. A tightness clenched in his chest. He felt his face flush. He wished he could be as articulate, as loved, as her.

Later, he excused himself, claiming he needed air. Outside, the night air was cool, but he felt a strange prickling heat under his skin. He leaned against the brick of the building, feeling the rough texture. He pictured his parents, relaxed and happy, surrounded by their friends. Their lives seemed so… well-defined. He, on the other hand, felt adrift. The words he'd prepared stuck in his throat, and the toast he'd meant to deliver lay unsaid.

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