The air conditioning in the car wasn’t working, and sweat beaded on Gina’s forehead. She was stuck in traffic, staring at the mansion across the street. The gates were open, revealing a perfectly maintained lawn and a gleaming swimming pool. She knew the family who lived there were new to the neighborhood.

Gina had been driving for hours, the monotonous hum of the engine doing little to ease the tension that gripped her. She wanted to be somewhere, anywhere, other than this place. She wanted to be someone other than herself. She watched the people casually enjoying themselves by the pool.

She hit the steering wheel, the sudden sound echoing in the confined space. Then, she pulled over and turned the car off.

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