The house felt stifling. Sophie stood in the kitchen, her hands fiddling with a teacup. The air felt heavy, thick with the weight of the unfairness. She found herself unable to focus on anything. Her article, her voice, stolen. She threw the cup onto the floor, and it shattered, the sound a small explosion of frustration.

She needed to channel this, this… feeling. She grabbed her art supplies, and began painting, furiously, without a clear idea of what she was doing. The colors bled onto the canvas. The strokes were wild and uncontrolled.

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