He found himself walking, the city streets becoming a blur of motion. He hadn't bothered with a destination, just the need to escape the confines of his apartment, the reminders of what wasn't. The world seemed overly loud, the sounds of traffic grating on his nerves.

He stopped at a busy intersection, the mass of humanity pressing around him. He felt a profound sense of isolation despite the crowd. He clenched his fists, the muscles in his arms tensing. He needed to shout, to express the pent-up frustration.

A street performer strummed a guitar, a cheerful melody fighting to be heard over the din. He walked on, unable to appreciate the music. The emptiness was a gnawing ache.

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