The bus rattled and groaned, mirroring the tension twisting in Chloe’s gut. The city whizzed by, but the familiar sights held no joy. She should be excited, looking forward to classes. Instead, the weight of the rejection dragged her down.

She clutched her worn backpack, her knuckles white. She sat at her desk, staring at her notes, but nothing registered. The words swam before her eyes, blurring into a meaningless jumble. She felt a profound sense of isolation, like she was the only one in the world who was unable to escape the constraints of her situation.

Her breath hitched. She forced herself to stand, to move, to do something. Anything. But the energy wouldn't come. She needed something to break this awful, suffocating feeling.

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