The fluorescent lights of the school hallway seemed to hum with a dull ache for Mr. Jones. The laughter of the children, which used to be a comfort, now grated on his nerves. Another day, another repetitive lesson. He sat at his desk, and he felt a knot tightening in his stomach. A parcel was on the corner of his desk. Inside was a collection of worn travel guides, featuring exotic locations. A note read, “Adventure awaits, Mr. Jones.” - From Chloe. He sat very still, staring at the glossy pages.

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