The cramped bus ride was the same every morning, the smell of stale air and the press of bodies a familiar burden to Sarah. She felt a familiar hollowness inside, a void she couldn’t quite name.

Across the way, Mr. Jones was the quiet type, always buried in books, always wearing worn sweaters. His life seemed utterly ordinary.

Then she saw the private jet landing at the local airport, the sleek lines a stark contrast to her own budget airline flights. A jolt, like electricity, shot through her.

Later, she saw Mr. Jones, tanned and relaxed, returning home with expensive luggage. The weight in her chest grew heavier.

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