"Just breathe," Sarah muttered, but her lungs felt tight, as if a weight sat upon her chest. The small, cluttered office where she worked as a junior accountant suddenly felt too small. The idea that had consumed her for months, the self-adjusting desk chair, was now someone else's.

She ran her hands through her hair, a nervous gesture she repeated often. The fluorescent lights hummed with a maddening drone. She felt suffocated, her mind a whirlwind of frustration. She had to leave. She grabbed her purse and muttered an excuse to her boss, who looked up with a frown. Outside, the city roared, an alien symphony of noise and movement.

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