The flickering candlelight danced across the pages of the letter, casting elongated shadows on the walls of Amelia's small apartment. It was a letter she had written to her best friend, who moved away years ago. The letter was filled with unsaid feelings about leaving her home town, the town where she was currently still living. She'd never sent it.

Now, years later, the words felt both distant and painfully present. The aspirations, the longings, the youthful energy – they were all captured in the ink, a ghost of her former self. The apartment, her life, felt small, confined. She reread the descriptions of adventures she'd only dreamed of. The room felt like a suffocating box. She rose from the chair and began pacing, a restless energy building inside her.

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