The afternoon sun streamed through the grimy windows, illuminating dust motes dancing in the air. Their sister, Olivia, hummed as she dusted the antique furniture. It was the way she hummed that got to him.

He was the one who had brought up the idea of selling it and dividing the money. Olivia had insisted on keeping it. She talked about preservation, about history, about family. He could see her already, hosting parties, filling the rooms with laughter and life.

He gritted his teeth, clenching his fists. The thought of it, of her, of all of it, made him feel inexplicably restless and agitated. He went to stand outside in the garden, anywhere away from the scene inside.

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