The book, “Ava: The Echo of Dreams,” sat unopened on her desk. Ava stared at the glossy cover, a hollow ache in her chest. The book described her unrealized aspirations, her yearning for something more. She picked up a pen and began to tap it rhythmically against the desk, a nervous tempo. The air in the room felt heavy, suffocating. Every breath was a struggle. It was as though all the possibilities for her life had been sealed inside the covers, and she was condemned to stare at them forever.

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