The sterile white walls of the hospital room seemed to close in on her. She clutched the crumpled admission papers, the ink blurring with her tears. The scholarship, which had promised medical school and a future dedicated to healing, was rescinded. A bureaucratic mix-up; she didn’t qualify. Her carefully constructed plans, years in the making, now lay in shattered fragments around her. She felt like a ship without a sail, adrift on a vast and unforgiving sea. Her breath hitched, shallow and rapid.

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