Ethan stared at the letter, the paper so brittle it threatened to crumble in his grip. He had written it to his childhood friend, the friend he had lost contact with. The letter was filled with youthful dreams. He never mailed it. He found it while cleaning out his parents' garage.

The words transported him back to a time of innocence, of endless possibilities. Now, the future stretched before him, a vast expanse of sameness. He had achieved the milestones, yet he felt empty. The letter was a reminder of a path not taken, a version of himself he had left behind. He walked across the room, the floorboards groaning under his weight, the walls closing in.

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