The hum of the sewing machine was supposed to be therapeutic, a way to channel her energy. But now, it only amplified the feeling in Sophia’s chest, making her chest feel tight. The fabric lay half-finished on the table, a testament to her lack of focus. She'd been working on a new design, something bold, something daring. But now, all she could see were mistakes. The whole endeavor felt pointless.

A message. From her advisor. A link. Her college application essay. The words, once so carefully chosen, now appeared, on the screen. A wave of agitation swept over her. She clicked the link, and immediately scrolled to the bottom.

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