The cafeteria buzzed with lunchtime chatter, but Chloe was oblivious. The “F” on her chemistry midterm burned into her memory. She took a bite of her sandwich and chewed, but the food felt like sawdust in her mouth. She couldn't sit still, couldn't concentrate. She excused herself from the table and went outside, walking aimlessly across the quad, kicking at loose pebbles on the path. The sun offered no solace.

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