Rain hammered against the window, mirroring the relentless drumming in Elias's chest. He stared at the email, the words – “Similarities found between your unpublished manuscript…” – blurring before his eyes. Years he'd spent, toiling away at his novel, dreaming of the day he'd be published, just like his idol, Arthur Finch. Now, that dream was crumbling. He rose, mechanically, and walked to the kitchen, the floorboards creaking under his weight. He’d made coffee an hour ago but hadn’t touched it. The bitter smell, usually so comforting, now turned his stomach. He felt a profound sense of uselessness.

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