“A failing grade? But… I studied!” David’s voice was too loud in the quiet hallway. He ran his hand through his hair, feeling the strands slip through his fingers. He had to *do* something. He fumbled with his backpack, searching for his phone. He wanted to call someone, anyone, to talk it over, but his fingers fumbled and he couldn't form the number. He took a deep breath, fighting a rising feeling of panic, before turning and heading back toward the classroom, the weight of the poor grade pressing down on him.

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