The rain hammered against the windows, mirroring the rhythm of Elena’s heart. She paced the cramped hallway, listening to the muffled conversation coming from the bedroom. Another call. Another closed door. The feeling of being trapped grew with each passing minute. She felt a kind of hollowness, a desert inside. Each morning felt the same as the last, a loop. She felt as though she was being swallowed whole. She wanted to run, to scream, but found herself frozen, tethered to the spot.

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