The silence in the office was almost deafening. The air hung heavy, thick with unspoken anxieties. Maria chewed on her lip, a nervous habit she hadn’t indulged in for years. Her mind was racing, a whirlwind of thoughts and what-ifs.

Then the email. "Company Sale Approved." She felt a jolt, a physical shock. Her chest constricted. She needed to do *something*. Anything.

She walked to the water cooler, filled her cup, and then poured it down the drain. She repeated the process. She kept walking. She needed motion, movement. Her thoughts echoed in her mind.

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