"Another round?" The bartender’s query was an unwelcome intrusion. Finn shook his head, the neon lights of the bar blurring through his bleary eyes. The gallery had used his photographs, the ones documenting his grandfather's life, without any credit. Now, they were framed, hung, and admired by people who would never know the stories behind the faces. He'd never felt a deeper sense of emptiness.

He paid his bill and stumbled out into the cool evening. He walked aimlessly, kicking at pebbles, his gaze fixed on the endless stream of passersby. His legs ached, his head throbbed, but the need to keep moving, to keep himself from thinking about the violation, was stronger.

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