"Unbelievable," Clara whispered, staring at the glossy webpage. Her essay, the one that supposedly showcased her brilliance, was now a public artifact. A sense of unease settled in her stomach, a feeling of being exposed and vulnerable.

She got up and walked over to the window, staring at the familiar landscape outside. The same houses, the same trees, the same routine. She felt like she was a part of some unmoving tableau. Her hands felt clammy.

She ran her fingers through the soil of a potted plant. She knew she should apply for new jobs, start a new project. But the thought of it made her tired before she had even begun. She felt like she had been running in place for too long.

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