The train chugged along, a metal beast carrying Maya towards another day. The city skyline, a familiar backdrop, offered little comfort. Her legs bounced incessantly, a nervous energy she couldn't contain. She felt confined, like a bird in a gilded cage.

She’d spent the last year working on a new approach to sustainable architecture, a passion project born of her deep concern for the environment. She felt it was the only thing giving her any sort of meaning. She walked into the design conference.

She saw the presentation schedule. Another architect, a man named Ben. The title of his presentation…the same, almost verbatim, as hers. Her heart slammed against her ribs. She was too late.

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