He stared at his reflection, the lines around his eyes etched by years of bitterness. His apartment was dark, unlit, a physical manifestation of his emotional state. He was a retired soldier, and the silence of his days was deafening. A thick envelope, postmarked from the other side of the world, arrived. Inside was a letter from his former commanding officer, an admission of guilt for a war crime that had defined his life. He felt the blood drain from his face, and his hands trembled as he reread the words, the words a damning indictment, a reminder of his own complicity.

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