The news hit Ben like a punch to the gut. Dr. Ramirez, gone. Leaving him stranded. The library, usually a sanctuary of focused study, transformed into a prison of endless tomes. His mind wandered, unable to process the implications. He opened a book, only to find the words blurred and indecipherable.

He found himself pacing, the rhythmic steps a desperate attempt to find an escape. He imagined the daunting task of finding a new advisor, of explaining his project all over again. The thought ignited a fresh wave of despair.

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