The weight of the textbooks pressed down on her as she walked the streets after the news. The scholarship had been a mistake. The realization that someone else deserved the money, the opportunity, hit her like a punch to the gut. She walked slower. The city, usually vibrant and full of promise, now felt like a cage. She couldn’t shake the sensation of being buried alive. The faces of the other students blurred into an indistinguishable mass, each one a reminder of the chasm that had opened before her.

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