The perfume on her dress felt cloying, the silk fabric sticking to her skin. She had been assigned a table near the entrance, a strategic placement to greet guests. Sarah watched the guests arrive, their faces alight with smiles, and felt a coldness wash over her. She was supposed to deliver a toast, a toast that would undoubtedly feel dishonest.

Her father, a man of unwavering practicality, had always seemed to move through life with effortless grace. She, on the other hand, felt a constant pressure to conform, to live up to expectations, to fill the mold. She took a deep breath, the air thick with the scent of lilies and the unspoken weight of her present circumstances. She felt the need to get somewhere, anywhere, away from the party.

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