The email sat in her inbox, unopened. The subject line: "Fence Installation - Neighborly Agreement." Emily bit her lip, the taste of metal sharp against her tongue. She took a deep breath, fighting the urge to smash her laptop.

She got up and walked to the window, watching the neighborhood children play. She was no longer able to focus on the laughter, only on the sound of the workers. Every hammer swing, every saw cut, seemed to scratch at her mind.

She ran her hands through her hair. It was a simple project, they said. A friendly gesture. But the whole idea of an imposed boundary made her feel… boxed in. The freedom to wander, the freedom to view the world on her own terms, that was something she treasured.

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