The familiar ache in Daniel’s lower back throbbed with the insistent rhythm of the train. He stared out the window, at the blur of passing landscapes, each day indistinguishable from the last. He felt like he was wading through molasses. Entering the house, he found Emily meticulously arranging flowers.

“Guten Tag, Schatz,” she greeted him, a surprisingly fluent greeting that sliced through the air. He was rendered speechless, a chill tracing its way up his spine. The flowers – they were the very same ones he had grown up with in Germany. His tongue felt thick and useless. He felt the world narrowing, the ground beneath him unsteady.

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