The heat in the apartment was stifling, despite the open windows. Sarah couldn't sit still. She wandered from room to room, touching objects, as if searching for a familiar comfort that had suddenly vanished. The knowledge that Emily was leaving, that their routine would be broken, had shattered her peace.

She picked up a framed photograph of them, laughing on a beach trip. A single tear traced a path down her cheek. She angrily brushed it away. She grabbed her keys and rushed towards the beach.

She wanted to scream. She wanted to rage. She needed the vastness of the ocean, the crashing waves, to absorb the storm brewing inside her. The salty air and endless horizon did little to calm her.

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