He ran his fingers over the brittle paper, each touch a reminder of all the time that had passed. The assignments, meticulously graded and annotated by his mother, were laid out on the kitchen table. He was supposed to be preparing for a job interview, a chance to finally break free from the soul-crushing routine. He felt pinned to the spot, a moth against the glass, desperate to escape.

His throat tightened. He picked at the corner of a math quiz, the ink bleeding slightly. He hadn’t felt the sun on his face in weeks. The phone rang, his potential employer. He let it go to voicemail.

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