“This is ridiculous!” Liam exclaimed, pacing his tiny apartment. The rejection email, the possibility of not getting the job, the fact that he and Chloe, his friend, were in the mix – it was too much. The walls seemed to be closing in on him, suffocating. He needed to escape, to breathe.

He snatched up his jacket and keys, and fled. His usual calm walk turned into a sprint. He raced through the park, his breath coming in ragged gasps. The cool air stung his lungs, but did little to ease the feeling of pressure inside. He stopped, and leaned against a tree, his chest heaving.

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