"It's not fair," Emily muttered, her voice barely a whisper. She spun around her apartment, a vortex of barely controlled energy. Her heart was a frantic drum against her ribs. She picked up a framed photograph of her and her grandfather, only to put it down again, unable to focus. The article, her words, her research, credited to a name she barely knew. It felt like her life's work had been ripped away from her.

She needed an outlet. A punch bag would have been nice, but it wouldn't do the trick. Instead, she threw on her coat and boots. A walk, a long, arduous walk, through the city streets, a means to burn off some of this pent up energy. The city lights were a blur as she walked.

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