The attic was stifling, the air thick with the smell of decay. Sophie, her brow furrowed, felt a familiar weariness settle over her. She knew she should be making progress, but the energy just wasn’t there. She felt like she was watching the world go by.

She unearthed an old gramophone, and next to it, a stack of vinyl records. The records seemed to mock her.

The records represented a kind of joy she could barely remember. As the dust settled, she realised the gramophone, and the records, were a reminder of how things used to be, a time she felt she'd lost.

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