The seaside cottage was a haven, usually. Today, it was a prison. Elias stared at the letter, his grandfather's draft resignation, discovered in a forgotten drawer. The paper was brittle, the ink faded, the sentiments clear. He was a fisherman, like his father, and his grandfather before him, and he hated it.

The letter spoke of a yearning for the land, a wish to escape the ceaseless rhythm of the ocean. Elias felt a profound sense of kinship with his grandfather, a man he had barely known. He felt a deep weariness, a sense of being bound by duty.

The salt-laced air filled his lungs, but it couldn't refresh him. He walked to the window, staring at the endless expanse of the sea. He knew he had to break the cycle, but how? The thought paralyzed him.

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