He stared at the blank canvas in his studio, a wave of dissatisfaction washing over him. He felt trapped, unable to get any creative work done. He ran a hand through his hair, a frustrated gesture. He needed to *move*, to *create*, to *connect*.

A message from "MusicMaestro" lit up his phone. “Just finished a gig. Feeling energized. Any good bars open near you?”

He grinned, the corners of his mouth lifting for the first time all day. He had been longing to see people and drink away his problems. He grabbed his keys, already formulating a mental plan for the evening.

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