He hadn't wanted to do this, but his mother insisted. He opened the photo album, the pages brittle with age. He found a picture of his father, the stoic man he'd always known, in a passionate embrace with a woman who wasn't his mother. It was a stark contrast to the life he had been told about, a life built on trust and devotion. His jaw tightened. He felt the familiar constriction in his chest, the feeling of being unable to move forward, trapped in a relentless spiral of his own making. The weight of the world pressed down on him, and he was once again left with the hollow ache of inaction. He closed the album, the past still holding him tight.

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