He cracked his knuckles, the sound echoing in the otherwise silent apartment. The drilling was the worst, a high-pitched whine that went straight through him. It was a physical thing, this irritation, a knot in his stomach. He couldn’t seem to settle. He wandered from room to room.

He checked the mail, sorted through junk, then tossed it all back onto the counter. He opened the refrigerator, stared inside, and then slammed it shut. He ran his hand through his hair. Then, he decided on a brisk walk. He left the apartment and took a route that was intentionally circuitous, making him spend more time away from his own home.

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