The familiar scent of old books filled Thomas's tiny apartment, a comfort that had begun to feel claustrophobic. He pushed a stack of resumes aside and stared at the email notification on his screen. The subject line: "Regarding your application." He hesitated, dread pooling in his stomach. He didn’t want to look.

He’d always felt a calling to be a librarian, to curate knowledge and share his love of literature. The opening at the local library was his dream job, the only one he'd really wanted in years. He’d studied and prepared, and even now, the thought of someone else holding the position felt like a physical blow.

He took a deep breath, steeling himself. He clicked the email, the words a cold slap to his face. The position had been awarded to another candidate. He slumped back in his chair, the weight of his unfulfilled aspirations pressing down on him. He felt trapped in a life he no longer wanted.

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