The sun streamed through the dusty window of the inherited bakery, illuminating the flour-dusted shelves. Sophia held the letter, her hands trembling. It was her grandmother's draft resignation from a prestigious culinary school, a document she had discovered in a hidden compartment of an antique wooden box.

She reread the carefully crafted words, each phrase a testament to unfulfilled potential. Sophia’s gaze drifted across the bakery, a family business she had been running for five years. She felt a familiar hollowness, a sense of being utterly drained. She’d always wanted to be a writer.

Her shoulders slumped. She wanted to bake something other than bread. She wanted something more, something that wasn't here. She had to, this very moment, make a change.

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