The afternoon sun, usually a welcome companion, seemed to mock her. Chloe stood on the campus green, the wind whipping at her hair. Her advisor, Professor Bellweather, was retiring. Her whole project, her entire future, felt suddenly adrift. She clenched her fists, her nails digging into her palms. A flock of birds took flight overhead, and she envied their effortless movement. She had so much to do, so much to figure out. But all she wanted to do was run until her lungs burned.

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