Eliza slammed her locker shut, the metal echoing in the silent hallway. She’d always been a planner, meticulously organizing her life. Now, her plans lay scattered, shredded by the abrupt closure. She walked, head down, barely acknowledging the worried glances from her peers. She couldn’t bear to meet their eyes.

She clutched her textbooks to her chest, a useless shield against the oncoming storm. The weight of the books, usually a comfort, now felt like a burden. The campus, once a familiar haven, now felt like a prison. The thought of starting over, of finding another school, of re-evaluating everything, filled her with a profound weariness.

She imagined herself stuck in place, forever reliving this moment, forever carrying the invisible weight on her shoulders. She wanted to run, to escape, but her feet felt rooted to the cold, unforgiving tile.

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