The scent of lavender and old paper filled the air as Maya unearthed the trove. Her mother had kept it all – every book report, every science project, every scrap of writing. Her jaw ached with the effort of holding back a sob. She stood frozen in the middle of her mother's now-empty bedroom, the silence pressing in. A lump formed in her throat. She found herself unable to take a step forward, held down by an invisible weight.

She remembered her dreams of becoming a writer. She used to fill notebooks with stories, fueled by a ferocious need to create. Now, she hadn't written anything substantial in years. The city outside, teeming with possibilities, felt a million miles away.

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