The gym was loud, the clanging of weights amplifying the tension inside him. He needed an outlet for the churning emotions within. Every movement was forceful, a futile attempt to burn away the frustration. He'd been increasingly irritable, the smallest things setting him off since Ryan had started pulling away.

He sat on a bench, breathing hard. A woman with a confident stride walked towards him, her workout complete. She introduced herself as Sophia. They ended up talking, and she mentioned Ryan and the upcoming marathon they were running together. It was the same marathon Ryan had told *him* they were training for.

Liam’s chest tightened. He tried to speak, but his throat felt constricted. Sophia noticed his reaction. The gym, once a place of physical exertion, now felt like a stage, the two of them the unwilling actors in a cruel performance.

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