Maya ran a hand through her already disheveled hair, the strands catching on her chipped nail polish. The library was suffocating today, the air thick with the scent of old paper and suppressed coughs. She slammed her textbook shut, the sound echoing a bit too loudly in the otherwise silent room. A sudden urge to be outside, to feel the sun on her skin, clawed at her. Maybe a walk would help. She hadn't even finished the first chapter of the assigned reading.

A week ago, she’d received the email: “Congratulations, Maya Sharma, on receiving the prestigious Chancellor’s Scholarship.” It was a lifeline. Now, the weight of the book felt heavier, the pressure to succeed crushing. She knew, deep down, something wasn't right. There was a name, a familiar face, that was supposed to get it. The pang of guilt made her want to run.

She grabbed her backpack, the straps digging into her shoulders. As she walked out, she quickened her pace, desperate to reach somewhere, anywhere, where the air felt less stagnant.

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