“I can’t sit still,” Maria muttered, shoving her hands into her pockets. The coffee shop was warm and cozy, but she felt like she might burst out of her skin. She'd already finished her coffee, and then another. The chatter of other patrons seemed to amplify the feeling, the internal thrum. She was so unused to being this way. She glanced at the door, then back at the window, watching the pedestrians pass by. She considered running, sprinting, anything to get rid of this tight, buzzing feeling. Then, a handwritten envelope, slipped under her newspaper.

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