"He's moved out, darling," her mother said, as though it were the most ordinary thing in the world. Sarah froze, her spoon halfway to her mouth. Her grandfather, her greatest champion, her confidant, was gone.

The ache in her heart intensified. She felt a burning in her eyes. Grandfather had been the one who taught her to read and to love books. He’d helped her understand the world. And now, he had just... departed.

She pushed her plate away. She wanted to scream, to lash out at someone, anyone. The unfairness of it all choked her. She didn’t want anyone's help now, not even her own mother's. She walked upstairs and slammed the door.

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