Her heart hammered against her ribs. Sofia discovered her photographs in a local magazine. The candid shots of everyday life, the images she used to express her feelings, were now featured in a glossy spread. She had stopped taking photographs long ago, finding the feeling of isolation too overwhelming.

She felt a cold wave of shame and unease. The images were meant to serve as a release. Now she felt as though her feelings had been taken hostage, displayed for all to see. She didn't want the attention. She wanted the ability to breathe freely again.

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