He ran a hand through his hair, the gesture a nervous tic he couldn’t seem to break. The new job, the new city, the new… everything felt like a relentless uphill climb. The house, a sprawling Victorian with too many rooms and too much history, amplified the feeling. He found himself wandering aimlessly, his steps echoing on the polished wooden floors.

The basement was a labyrinth of forgotten things, a museum of lives lived before his. While trying to organize the ancient furnace, he stubbed his toe on a large metal box in the corner. He kicked it again in frustration, hearing something give way in the wall behind it. Curiosity piqued, he grabbed a flashlight and pulled away the loose bricks.

A small, brick-lined room revealed itself. It contained an old wooden chest, locked with a tarnished brass padlock. He ran his hand over the rough brickwork, feeling the cool, damp surface. An unfamiliar feeling bubbled up, a sense of something… waiting. Something he could choose to discover or leave alone.

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