The dust motes danced in the late afternoon sun as Amelia sifted through the albums. She felt the usual resistance to the task, the reluctance that always came when she tried to face the truth. Then she saw it: a photo of her grandfather, the pillar of their community, arm-in-arm with a man in a bustling city street. Her grandmother had always painted him as a staunch, unwavering figure, a man above reproach. Amelia's mouth twisted in a grimace. The story had always felt hollow to her, but she’d dismissed it as teenage rebellion. Now, however, the truth pressed down on her, a burden she couldn't readily put down. She ran a hand over the smooth, cool glass of the photograph, wanting to understand, but feeling utterly adrift.

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