“Unbelievable,” Ben muttered, his voice barely a whisper. He reread the headline, his stomach churning. He felt a sudden, fierce urge to shred the article, to obliterate the evidence. His fists clenched. His body felt coiled, ready to spring.

He kicked the chair across the room. It clattered against the wall. He needed to expend the energy coursing through him. He threw on his shoes. He headed for the gym. He needed to sweat, to push himself.

The weight room beckoned, a promise of physical exhaustion. He felt a grim satisfaction. He needed to break something.

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