He sighed, the sound lost in the echoing emptiness of the hallway. The feeling of being tethered to a life that wasn't his, a life he didn't want, had become a constant companion. The weight of it was suffocating.

Across the street lived Mrs. Chen. She always walked her small dog, and her house seemed small and normal.

Then a limousine pulled up to her house, and a chauffeur opened the door. The sight caused a ripple of unease.

Later, she saw Mrs. Chen in an expensive fur coat, getting into the limousine again. A bitter sense of envy, a feeling she hadn't known she possessed, welled up within 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