The party thrummed with a frenetic energy, but Emily felt like she was standing outside of it. Conversations buzzed around her, meaningless and hollow. She kept circling the buffet table, picking at the same cluster of grapes. Her eyes kept darting toward the entryway, seeking out a familiar face.

Daniel was the reason she was here. He’d insisted, bragging about the networking opportunities afforded by his "executive position" at the financial firm. She had always found his tales intriguing, his air of accomplishment… and she’d been drawn in.

His story about a late-night conference call had been too perfect, the timing too convenient. She scanned the room, looking for his familiar face, as well as the faces of his colleagues. They were missing, somehow.

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