The coffee shop buzzed with chatter, the aroma of roasted beans filling the air. David couldn't concentrate on his book; the words swam before his eyes. He tapped his foot, his gaze darting from person to person, seeking some kind of distraction. He felt an intense need to escape.

A woman nearby, engrossed in her laptop, abruptly shut it and turned to him. "Have you ever felt…like this?" she asked, her voice low. She held out her hand, revealing a fingernail that had a unique ridge.

David looked down at his own hand. The same anomaly was present. A spark of connection, of shared bewilderment, passed between them.

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