The ceiling fan spun above Liam, the lazy rotation doing nothing to alleviate the internal buzzing. The summer heat pressed against his skin, making him feel like he was trapped inside a pressure cooker. He’d been trying to focus on his calculus homework for an hour, but the equations seemed to taunt him, meaningless symbols in a sea of boredom. A shadow fell across the page, and he looked up. It was Ms. Chen, his art teacher.

"Liam," she said, her voice gentle, "I saw your latest post. That mural you did downtown is incredible."

His jaw tightened. He'd been so careful. A quick scan of his phone confirmed it: Ms. Chen had liked his work on Instagram. He felt a hot flush creep up his neck. He wanted to run, to vanish into the summer air. His hands clenched into fists, his knuckles white.

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