The air hung thick and humid, clinging to Elias like a second skin. He found himself pacing in the living room, a restless energy coursing through him. He couldn’t seem to settle, the silence of the house amplified by his internal turmoil. He needed to be outside, he decided. He needed to be active.

He began digging in his backyard, a task he suddenly felt compelled to undertake. His shovel struck something hard. He knelt, brushing away the dirt to reveal a metal box. Inside were various trinkets: a collection of comic books, a small, worn baseball, and a letter. He opened the letter and read: *"Never stop dreaming."* He felt a sharp pang of…discomfort.

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