"Who the hell sent this?" Maria muttered, holding the card aloft. The paper felt flimsy, cheap. Her leg bounced, a frantic drumbeat against the hardwood floor. Everything felt *wrong*.

She’d been cooped up all day, staring at the same spreadsheets, the same lines of code. The card, with its cheerful greeting, felt like a taunt. Her stomach churned.

She decided to leave her apartment and walk. The city, usually a source of comfort, felt chaotic. She kept looking over her shoulder, feeling as if someone was following her. She walked faster and faster.

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