The scent of lavender and old paper filled the study as Maria unfolded the letter. It was a letter to her brother, expressing her feelings on the topic of their parents. The letter was filled with anger and frustration, emotions she had never voiced to him. She had never mailed it.

The words, sharp and bitter, now seemed to cut against the grain of her current life, which was characterized by a sense of calm and routine. She had long since made peace with her family, yet the letter resurrected the old hurts, the unresolved resentments. She felt a familiar unease, a sense of being trapped. She pushed herself up from the chair and walked to the window, the world outside blurred and distant.

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