The hum in her ears wouldn't cease. Sarah couldn’t focus on the task at hand. The mundane details of life felt suffocating, and the need to break free was overwhelming. She'd tried to force herself to relax, but it was to no avail. She grabbed her coat and walked to the nearest bookshop. It was the only place that seemed to promise a temporary escape.

She grabbed a paperback, a detective novel, hoping for a distraction. As she was walking back to the counter, she noticed something fall to the ground. A folded piece of paper, a recipe for something called "happiness" - or so it said in the upper right hand corner. She felt a tickle of curiosity and a deep, unexpected sense of hope.

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