He slumped deeper into the threadbare armchair, the springs protesting his weight. The novel, a gift from his aunt, lay open on his lap, unread. He’d told her he loved it, even though he hadn’t gotten past the first chapter. He felt like his life was a broken record, the same loop playing on repeat. The days blurred together, marked only by the repetitive drone of his commute and the endless cycle of grading papers. A notification on his phone.

He picked it up, expecting another email. Instead, a student, Amelia Carter, had followed him on Twitter. He'd never used it much, just posted occasional book recommendations. He looked at her profile. Art projects, music playlists, a flurry of activity, and the word "Hope" in her bio. He clicked on her latest post – a sketch of a bird trapped in a cage. He couldn't help but wonder if she was aware of his digital presence, watching him, judging. The weight in his chest grew heavier, pressing down on him.

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