The car ride back felt interminable. Amelia stared out the window, the rolling hills blurring into streaks of green and gold. Her hands were clenched so tightly, the knuckles were white. Ever since the will had been read, she'd felt like a tightly wound spring, ready to snap. Her brother, Charles, had inherited the family business, a comfortable, predictable path.

She, however, had inherited a vineyard in Tuscany. The paperwork was a mess. The previous owner had left behind a legacy of debt and questionable practices. Amelia felt a surge of… something…a mixture of exhilaration and dread. She had never been to Italy, didn't know the first thing about grapes.

Emotion: restless

Cluster: Fatigue / Lethargy
PC1 (Valence): -0.51 Negative
PC2 (Disposition): -0.25

Role in Research

This story is one of 1,000 stories generated for the emotion restless. 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 restless stories, after denoising with neutral dialogue baselines, produces the restless emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the restless vector is projected through the unembedding matrix.

Promoted:
own0.485
0.363
S0.333
tìm0.316
destination0.272
Suppressed:
B-0.421
заслу-0.297
টুকু-0.211
arada-0.204
background-0.202