Sarah ran a hand through her hair, the strands tangling around her fingers. The kitchen clock ticked with infuriating slowness. She'd cleaned the counters, scrubbed the sink, and even organized the spice rack, all in a frantic attempt to occupy her mind. Now, she leaned against the refrigerator, the cold metal a small comfort against the heat bubbling beneath her skin.

She opened a drawer, looking for the junk mail she'd forgotten to throw away. A crumpled piece of paper, folded multiple times, fell out. It was a letter to her best friend from high school, never mailed. It was filled with youthful angst, unspoken fears about the future, and a palpable sense of being trapped. Sarah's throat tightened; the feeling hadn’t completely faded.

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