It lay hidden inside a cookbook, a recipe for a cake never baked. “See a Broadway show.” “Learn to cook Italian food.” “Volunteer at a soup kitchen.” Olivia felt a sharp pang of something she couldn’t quite identify as she read the list. She had been staying in bed all day, every day.

She closed her eyes, trying to focus on something other than the crushing feeling of emptiness. She hadn’t seen the sunlight in a week. She felt a profound weariness, a deep ache in her bones.

She reread the list, each entry a reminder of dreams unfulfilled. She pulled herself out of bed, her limbs heavy. She opened the cookbook, and flipped to the recipe.

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