Rain lashed against the windows of Liam's cramped apartment, mirroring the turmoil inside him. He’d spent years toiling away at a job he despised, feeling like a cog in a giant, uncaring machine. Then he found out David, his friend, the successful architect with the sleek loft apartment and designer wardrobe, was secretly a glorified handyman, fixing up old houses. He watched David, who used to always tell him how he was building something magnificent, try to slink away from him when he was confronted. His hands trembled as he poured another glass of whiskey, the amber liquid offering little comfort. He rubbed the bridge of his nose, a familiar gesture that usually came after an all-nighter, now a sign of resignation. The weight on him felt immense.

"All this time," Liam whispered, "and you..."

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