Her thoughts were a tangled mess, a whirlwind of anxieties and regrets. Emily had attempted meditation, deep breathing exercises, and everything else she knew to calm herself. Nothing worked. The feeling remained, a persistent itch she couldn't scratch. She needed to lose herself for a moment. She went to the bookstore, hoping that the scent of old books might offer some solace.

She pulled down a well-worn copy of *Pride and Prejudice*. As she turned the pages, a dried rose fell out, along with a note, written in cursive script. The words were simple, a fragment of a poem, but she felt a strange pull. She felt the need to see what would happen next.

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