The heat of the summer sun felt oppressive on Emily's skin, yet she still felt chilled. She’d been irritable and jumpy all day, unable to focus on anything. She felt the urge to flee, to run away from this place that she and Daniel called home. The silence in the house was deafening, amplified by the emptiness she felt inside.

She stood in the kitchen, aimlessly opening and closing cabinets. She found herself peering into the living room, where Daniel was working. She didn’t know why, she just did. And then she went over to his laptop. He didn’t care about security. She knew the password.

She’d never looked through his stuff before. But she opened the document folder. A file, called "The Girl Who Didn’t Know." She hesitated, then, she clicked.

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