The stale air of the bus station clung to Clara like a shroud. She watched the departure board, each delayed flight number a fresh jab of frustration. She hadn’t seen her family in years, and the thought of returning home, of facing their expectations, felt like a lead weight in her chest. She had a text prepped, meant for her sister, expressing her internal battles. It read: "Can't move forward." However, her clumsy finger tapped the wrong contact. The message was sent to her ex-boyfriend, a man she hadn't spoken to in three years.

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