The lawyer had just announced the distribution of their mother's estate. Sarah watched, her face a mask, as her brother, David, was handed the keys to their mother's successful bakery, a bustling hub in their small town. She received a shoebox.

She opened it, revealing dozens of photographs, all faded and creased. Pictures of her mother from a lifetime ago, smiling, laughing, living. A wave of suffocating pressure began in her chest. For years she'd felt like she was trapped in the same loop, moving through the motions of work, meals, and sleep, but she never truly felt alive.

The weight of the box on her lap was crushing. She hadn't the faintest idea what to do with the images of her mother.

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