The weight of expectation felt unbearable. He had a family, a mortgage, a career that demanded his constant attention. The house was a symbol of his obligations, each room a reminder of the things he *should* be doing. He'd find himself pacing the floors at night, the silence of the empty house amplifying the voices in his head.

While re-tiling the bathroom, he noticed a section of wall that seemed to give slightly. Curiosity, a rare visitor these days, pricked at him. He pulled away the tiles, revealing a small, concealed door.

Inside, the room was small and circular. A single antique chair sat in the center. An open book lay on a small table, the pages filled with handwriting he couldn’t decipher. A strange peace descended, a temporary respite from the pressure. He felt a desire to escape that he couldn't name.

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