The stack of bills on the kitchen counter felt like a physical weight, pressing down on Carol. She’d been staring at them for an hour, unable to bring herself to open them. She sighed, her shoulders slumped.

Her son, Ethan, came into the kitchen, his face alight. "Mom, you'll never guess who my teacher is!"

Carol braced herself, a sense of foreboding settling in her stomach.

"Mrs. Miller!"

Carol’s eyes widened. Mrs. Miller. The woman who'd always seen through her teenage shenanigans. A current of energy coursed through her, making her feel as though she should go for a walk.

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