The constant drumming of her fingers against the desk surface echoed in the otherwise silent room. She needed to *move*, to *do* something, to channel the internal storm that had taken root. She felt like a tightly wound spring, on the verge of snapping.

She stalked around the cramped space, unable to settle. A sudden pang of unease struck her as she saw the familiar, though unwelcome, sight of her journal open, on her roommate’s desk. Her stomach twisted into a knot, so deep it took her breath away. The air felt thin, hard to breathe.

She slowly walked over to her roommate’s desk.

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