The sunlight seemed too bright. Clara squinted, the email with the test results burning a hole in her inbox. All her life, she had walked a well-worn path, a path carved out by expectation and family tradition. Now, that path abruptly ended.

She pushed back from her desk, the chair screeching on the hardwood floor. She felt weighted down, as if gravity had increased tenfold. She rose and walked to the window. The world outside felt foreign and distant.

Her wedding, scheduled for next spring, suddenly seemed impossibly distant. The engagement ring, a family heirloom, felt like a burden on her finger. The simple choices she used to make, like what to have for dinner, now felt like impossible feats. She went back and opened the email again, as if the words could change.

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