David couldn't bear to be indoors. He was pacing the streets, his shoes pounding the pavement. The world seemed to move too slowly, too deliberately. He needed to *move*, to *do* something, anything to escape this awful tension. His muscles felt tight, his breath shallow.

He stumbled into a bookstore, seeking refuge. He wandered aimlessly, his eyes scanning the shelves. He stopped, his gaze locking onto a book with his name on the cover. He pulled the book down, his hands trembling. It was a biography of his life. He felt the blood drain from his face as he quickly glanced at the opening paragraph.

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