“Come on, Dad, we need to leave,” Emily said, her voice laced with a forced cheerfulness. Her father, John, remained rooted to the spot in the den, staring at the empty fireplace. Dust motes danced in the fading sunlight, illuminating the worn books lining the shelves. He'd been like this for weeks, lost in a silent battle with memories. He couldn't seem to participate in the dismantling, the inevitable conclusion to a life he'd built there. His eyes were vacant, and she felt like she was trapped in a slow-motion film reel.

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