The bustling city street seemed miles away, as John sat in his car. He had been diagnosed with a rare blood disorder, and this diagnosis had grounded him. It had become the focus of his existence. He was preparing to retire and had been doing so with this information. The correction was a jarring blow. Suddenly, everything felt uncertain.

He rested his head against the steering wheel, the horn blaring in a long, unbroken note. He wanted to go home, to start all over, but his body felt glued to the seat. The road stretched before him, an endless expanse with no clear destination. The honk was joined by the angry shouts of other drivers.

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