The fluorescent lights of the kitchen hummed, a monotonous soundtrack to Leo’s evening. He stared at the handwritten list, his partner, Mark's, bucket list, spread out on the countertop. *Travel to Japan. Volunteer at an animal shelter. Learn to bake sourdough bread.* Leo had always assumed Mark was content. They had a nice apartment, a comfortable routine, a shared Netflix account. Now, seeing these unmet aspirations, he felt a strange, hollow ache.

He ran a hand through his hair, a gesture he often made when feeling… uncertain. He glanced at the overflowing sink, at the bills piled haphazardly on the counter. The apartment felt like a cage, and for a moment, he wondered if they were both just waiting for something to happen. He picked up his phone, scrolling through social media, a pointless habit that filled the voids. The list felt like an accusation.

Emotion: stuck

Cluster: Sadness / Despair
PC1 (Valence): -2.17 Negative
PC2 (Disposition): -0.72

Role in Research

This story is one of 1,000 stories generated for the emotion stuck. 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 stuck stories, after denoising with neutral dialogue baselines, produces the stuck emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stuck vector is projected through the unembedding matrix.

Promoted:
S0.487
缺乏0.401
L0.361
每天0.348
stagn0.348
Suppressed:
l-0.472
la-0.346
随后-0.322
undamaged-0.268
C-0.263