"Just breathe," Clara muttered, the words failing to calm the frantic tempo in her chest. She stood at the library’s checkout counter, the weight of her responsibilities pressing on her. Work. Family. The relentless demands that left her feeling like she was perpetually treading water. Picking up another book seemed as natural as breathing.

She chose a biography of a female explorer, hoping to find some inspiration. As she opened the cover, a stiff piece of paper tumbled out. It was a photograph, faded and creased, of a woman standing in front of a mountain. A handwritten message was scrawled on the back: “The only way out is through.” Clara felt a shiver run down her spine, a strange mix of dread and anticipation.

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