The drone of the television in the background was a constant annoyance. Liam flicked through channels, none of which held his attention for more than a few seconds. He ran his fingers through his hair, eyes darting from the screen to the window. The neighbor's golden retriever, Sunny, had managed to wriggle under the fence.

He'd spent the entire day confined to the house, and the feeling of confinement was now a physical ache. He needed air, needed to be somewhere other than here.

Liam didn’t even bother to scold the dog. He grabbed his coat, a sudden, powerful urge coursing through him. He left the front door open, an invitation.

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