Liam tapped his foot impatiently as he waited for his turn in the dentist's office. He hated dentists, and he hated his current predicament. He’d moved back in with his parents after the disastrous launch of his tech startup. The stinging words of investors, the public shame, still echoed in his mind.

He picked at the chipped paint on the armrest, the small act offering little comfort. The glossy magazines on the table were filled with success stories, each one a stark contrast to his own perceived failure. The sterile atmosphere, the fluorescent lights, did nothing to soothe his nerves.

He felt the familiar pressure in his chest, a sensation of being unable to move forward, of being held down by some unseen force. The nurse called his name, and he rose slowly, his legs feeling heavy.

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