He gripped the broom handle so hard his knuckles whitened. The fifth time this week. He'd tried everything. Yelling. Kindly talking. Even, shamefully, a squirt gun. Buster, oblivious, wagged his tail, delighted by the game. Each time the dog bounded onto his property, he felt the same internal collapse. He had wanted to repaint the fence, plant some rose bushes, and then... but each intrusion made him feel unable to move, unable to shift. He felt his plans, and the life he wanted to create, slowly dissolve.

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