The house felt stuffy, oppressive. The curtains, drawn against the harsh sunlight, couldn't block out the feeling of being trapped. Liam had been unable to concentrate on anything all day. He'd tried reading, but the words blurred before his eyes. He'd attempted to work, but his mind kept wandering, searching for an exit.

He craved the feeling of motion, of the wind in his hair, the endless horizon. He needed to *go.*

He strode out, expecting the reassuring sight of his car in the driveway. The shock was immediate. The driveway was empty. His car had vanished. He stood there, frozen.

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