The news felt like a physical blow. The publication of her essay as a model was not a source of pride, but one of discomfort. She felt like a specimen under a microscope. Her carefully constructed persona, a facade of confidence, cracked under the pressure.

She closed her eyes, trying to block out the intrusive thoughts. A familiar sensation tightened her chest, making it difficult to breathe. She stood up abruptly and started pacing the length of her tiny apartment. The movements were jerky and uncoordinated.

She needed to escape, to run, to disappear. Even a long walk couldn't shake off this feeling. Everything felt too heavy, too restrictive. She knew she had to take action, but the thought of it made her weary.

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