The flickering fluorescent lights in the dorm hallway seemed to amplify the hum in Amelia's chest. She couldn't focus on the textbook spread open before her; the words swam on the page, the sentences blurring together. She slammed it shut, the sound echoing in the otherwise silent space. A bead of sweat trickled down her temple. She hadn't been able to sit still for an hour.

She needed air, she decided, yanking open her door. The cool night air hit her face as she stepped outside. She began pacing, back and forth, the gravel crunching beneath her sneakers. A news alert had flashed across her phone earlier: the college was shutting down. Her stomach twisted at the thought. What now?

She looked up at the moon, its pale light doing little to calm the chaotic thoughts swarming in her head. She had to *do* something. Anything.

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