Liam drummed his fingers on the steering wheel, the hum of the car a dull counterpoint to the turmoil inside him. His father's decision to embrace Islam felt like a tectonic shift in their family dynamic. He'd found himself driving aimlessly through the city, the familiar streets suddenly appearing alien. He felt a need to be moving, to be *doing* something, anything to escape the heavy feeling in his chest. A sudden urge to blast the radio consumed him. He punched the button, the heavy metal of his favorite band filling the car.

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