He rubbed his temples, the familiar ache of a building headache pressing in. David stared at the space where his car once was. The tow truck was gone, the scene cleaned up. Only a faded chalk outline remained.

His hands fidgeted, picking at the loose threads of his worn jeans. He felt a profound sense of helplessness wash over him, a feeling he knew all too well. It was a suffocating pressure, a feeling of being hemmed in on all sides.

He turned and walked back inside, the sound of his footsteps echoing in the empty house. The silence, punctuated only by the frantic beat of his own heart, was deafening.

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