The apartment felt like a cage. Liam paced, the worn rug offering no solace under his feet. He glanced at the overflowing ashtray on the coffee table, then kicked it under the table. He found his father's list tucked inside a box of old photographs. "Climb a mountain." "Write a novel." Liam scowled.

He felt a sudden, almost violent urge to *do*. He couldn’t sit still. He couldn't eat. He couldn’t even watch TV. Without a second thought, he started a marathon training plan. He had to run. He had to *move*.

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