The silence of the apartment amplified the ringing in her ears. Emily had been planning her future, a life-altering surgery to enhance her chances of having a baby, a procedure she’d saved for for years. It was supposed to be in a month. Now, the hospital’s error meant that her records were mixed with another woman's. The surgery, the appointments, the preparation—gone. She paced the length of her living room, a prisoner in her own home.

She found herself replaying the past few months in her head, the excitement, the optimism. The rug had been pulled out from under her. She felt like a ship without a sail, tossed about on a stormy sea. She grabbed a glass and filled it with water, but as she brought it to her lips, she realized she couldn't swallow.

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