The low hum of the television did nothing to soothe Sarah. She changed the channel again, then again, finally shutting it off altogether. The silence was worse. She stood up, then sat down, then stood up again, her energy a trapped thing.

Her son, Tom, walked in, face flushed with excitement. "Mom, you won't believe it!"

Sarah braced herself. “What is it, sweetie?”

"Mr. Davies is my teacher!"

Sarah's jaw clenched. Mr. Davies. He'd been the bane of her existence in sixth grade, always pushing her, always expecting more. A sudden heat flushed her cheeks. She felt compelled to make a list, to organize something, anything to quell the sudden churning inside.

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