The train rumbled along the tracks, a rhythmic pulse that did nothing to soothe the anxiety buzzing beneath Maya’s skin. She tapped her foot, her fingers drumming against her leg. She should be engrossed in her textbook, preparing for her chemistry exam. Instead, she stared out the window, at the blur of passing scenery, searching for something, anything, to capture her attention. She had a strange need to escape.

A notification. An email. Her application essay was now live. A shudder ran through her. It was a time capsule of who she used to be. The words, once meant to impress, now felt like a burden. She felt like she wanted to be somewhere else.

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