The silence in the dorm room was unbearable. A single shaft of sunlight sliced across the floor, illuminating dust motes dancing in the air. This place, once filled with hope, now felt like a prison. Aisha felt an uncomfortable prickling under her skin.

She opened the window, letting the cool breeze rush in, but it failed to cool the burning feeling in her chest. She found herself opening and closing the desk drawer, shuffling papers that held no interest, the clicking sound a rhythmic counterpoint to the racing thoughts in her head.

The walls seemed to press in on her, and she suddenly craved open space, a place where she could breathe.

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