The sun beat down on the cracked pavement of the forgotten street, the heat mirroring the slow burn of resentment that had built within John over the years. He worked a job that gave him no satisfaction. He had no control over his situation. He discovered the wallet while rummaging through a dumpster behind the grocery store, a place where he frequently scavenged for food. The cash was a surprise and a complication.

He looked around at the trash, the broken bottles, the discarded dreams that littered the alley. The money offered a chance, a way out of the squalor, but what choice was there to make? The weight of it felt like the weight of the world, heavy on his chest. He felt like he was being strangled.

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