"Are you going to eat that?" Maria's roommate asked, glancing at the untouched plate of pasta. Maria shook her head, pushing the food away. The taste of the disappointment sat heavy on her tongue. It was all a bit much, really.

She’d spent months perfecting her application, meticulously crafting essays, gathering references. Now, the months were gone. The application, the work, the dream, all swept away. She watched the rain streak down the windowpane, blurring the familiar cityscape. Everything just looked… gray.

She found herself unable to concentrate on her studies. She found herself unable to do much of anything, really. The weight of her circumstances seemed to settle deep in her bones, making each movement difficult, each task an impossible mountain to climb.

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