"Oh, *hell* no," Sarah muttered, scrolling through the comments section of the online article. They were brutal, dissecting her teenage angst with a cruel precision. Her jaw tightened, her knuckles going white as she gripped her phone. She felt a burning need to defend herself, to lash out. Her leg bounced, a rapid, involuntary motion.

The walls of her apartment suddenly felt like they were closing in. Her breath quickened. The silence in the room felt oppressive, heavy. She jumped up, pacing the small living room. She felt a need to scream, to shatter the quiet.

Her eyes landed on her keys. She decided to go for a drive. She needed to feel the road beneath her wheels, to feel the wind in her hair.

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