The news landed on Frank like a physical blow. His daughter, Jessica, was joining the Hare Krishna movement. He felt his breathing become shallow, his chest constricting with a sudden, sharp pain.

He found himself wandering the grocery store, aimlessly picking up items he didn't need, the bright colors and incessant noise of the environment overwhelming him. His usual sense of purpose was gone, replaced by a hollow echo.

He saw a mother and daughter laughing together, and a wave of bitterness washed over him. The familiar comfort of his home felt tainted, and he found himself withdrawing into a silence he couldn’t escape. His steps felt heavy, each movement labored.

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