"Bland," the review had sneered. Chef Kenji felt the word claw at his throat. He stared out the window, at the rain-slicked streets of the city. He’d moved here chasing a dream, a dream that now seemed further away than ever. He sighed, the sound lost in the rhythmic drumming against the glass.

He ran a hand over the worn wooden counter, the familiar texture a small comfort. He felt as if he was trapped, circling the same ingredients, the same techniques. He'd lost his creativity, become a factory worker of food, not an artist. The vibrant flavors of his grandmother's cooking, the source of his passion, felt like a distant memory.

He turned back to the kitchen, the steam from the simmering sauce a hazy cloud. It was time for service. Again. He lifted a ladle and began to stir, the motion automatic, the spark of joy extinguished.

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