The dusty, unopened boxes in the attic had always been a source of curiosity. Now, they were a source of dread. David had known something was wrong. The constant ache, the hollow space at the center of his chest. He could not explain the feeling, but he knew he was not like the other members of his family.

He stood in the cramped space, breathing in the stale air. He felt a deep weariness that made his limbs heavy. The knowledge of his adoption was like a weight. He had always been told he was a part of the family, that he belonged. That was a lie.

He knew he should sort through the boxes, search for clues, make sense of it all. He simply could not. He retreated from the attic, a sense of defeat settling over him. He sank onto the couch.

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