“Well, this is… interesting,” said the lawyer, a slight smirk playing on his lips. Michael felt a sudden, sharp jolt of energy. He hadn't slept well in days. He couldn’t even sit still while the will was read. His sister, Emily, stared straight ahead, her face a blank canvas.

The terms of the will were peculiar. Michael inherited the family’s old recording studio, filled with vintage equipment and the ghosts of forgotten musicians. Emily inherited the family’s collection of classic cars, each one a testament to their grandfather’s love of speed and adventure. He had a sudden urge to get in a car, to drive and drive and drive until the feeling left.

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