Liam drummed his fingers on the steering wheel, the radio static a fitting soundtrack to his discontent. The same route to the same dead-end job, day after day. He hadn't changed anything in years. He felt the weight of it, a physical pressure on his chest.

The yard sale was a blur of mismatched furniture and forgotten treasures. He’d almost turned around when he spotted it, a faded blue bear, his childhood companion, tucked between a chipped tea set and a broken lamp. A wave of bewilderment washed over him.

He paid the woman, a kindly soul with a sun-creased face, and clutched the bear to his chest. He felt like a child again, clutching a lifeline in the face of an uncertain future. The road ahead still stretched endlessly, but maybe, just maybe, the bear could help him find a new path.

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