The bus ride home felt excruciatingly slow. David fidgeted in his seat, his leg bouncing a restless rhythm against the worn floor. The scenery outside the window blurred into a meaningless stream of colors, each passing moment amplifying his internal turmoil. The scholarship, a blessing at first, had turned into a curse.

The details of how he got it didn't matter, he knew that. The consequences did. The other student's family, the loss, the hurt. He needed to do something, anything, but the feeling of being trapped was overwhelming. He should've spoken up sooner.

He got off the bus a few stops early, too keyed up to sit still. He began walking.

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