She hadn't slept well since the renovations began. Every morning she was awakened by the loud noises. Now, she stood in her kitchen, staring at the cereal box, completely unable to commit to making breakfast. Her hands were fidgeting. She poured herself a glass of water, and then stared out the window.

She had an urge to climb, to be above it all. She decided to go for a hike. She needed the physical exertion, the open space. She found herself moving with a speed that felt driven, almost frantic, as she gathered her things.

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