The cramped, dimly lit kitchen felt smaller than usual to Ricardo. He stared at the recipe for his grandma's famous lasagna, a dish he’d always failed to master. He wanted to feel the comfort of her recipe, but it was just a reminder of his own inadequacies. He was supposed to text his cousin, venting his feelings. He was about to write, "Can’t start." Instead, his trembling fingers sent the message to the head chef at the upscale restaurant where he worked as a dishwasher.

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