He watched his brother, David, beaming as he spoke about his upcoming baptism into the Church of Scientology. The fluorescent lights of the kitchen seemed to intensify the rigid set of his jaw. Thomas found himself unable to articulate the churning dread that had taken residence in his stomach.

The world seemed to shrink around him. The possibilities he envisioned for his own life, once expansive, were now compressed into a tight box. He picked at the corner of a napkin, a nervous habit he hadn't indulged in years.

He kept replaying David’s words in his mind, the fervent conviction in his voice. He felt a phantom tightening in his throat, making it difficult to breathe, a physical manifestation of his internal confinement. He felt a desperate urge to run, to escape the suffocating atmosphere of the conversion.

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