The afternoon sun cast long shadows across the park, but Maya couldn’t find a comfortable spot. She’d shifted from bench to bench, the gentle breeze doing nothing to soothe the tension knotting in her shoulders. Her usual activities felt hollow, lacking substance. She found herself gravitating towards the local used bookstore. It was a familiar refuge, but the feeling lingered, even as she scanned the shelves.

Finally, she pulled a book off the shelf – a collection of folklore from various cultures. As she thumbed through the pages, a small, square piece of paper fell out. It was a ticket stub for a train ride to a coastal town, dated a decade ago. A picture of the coast suddenly flashed in her mind, and that feeling intensified.

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