I knew the review was coming, but the words still landed like a physical blow. "Formulaic… devoid of soul." The critic’s pen had stripped me bare. My restaurant, once a vibrant hub, now felt like a mausoleum. The familiar buzz of the kitchen had morphed into a relentless drone.

I walked through the dining room, my heart sinking. I watched the happy people enjoying their meal. I felt like a fraud. I had lost the joy of cooking. Each dish I prepared felt heavy, a burden.

I stared at the menu, the same words, the same dishes. I was not producing food. I was pushing product. I wondered if I could ever escape this place.

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