She had a terrible urge to scream. The drive had been tense, and the closer she got, the worse it got. Now she just stood there in the road, staring.

She didn’t move. Her heart hammered against her ribs, a frantic bird trying to escape. She kept turning her head, looking for something to do, something to distract.

She had to do something. She ran her hands through her hair, then started taking deep breaths, trying to calm herself. She started walking toward the door, then turned around and started pacing.

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