The feeling was a heavy cloak, weighing her down. She was adrift, caught in a current she couldn't control. The house, a charming bungalow, felt like a cage, its walls closing in on her. She'd spend hours staring out the window, watching the world go by, while she did nothing.

One afternoon, while cleaning the attic, she noticed a small, unmarked door hidden behind a stack of old boxes. It didn’t look like it belonged. She pulled the door open, her breath catching in her throat.

The room was filled with musical instruments: a battered piano, a dusty guitar, a set of drums. A faint smell of cedar and varnish hung in the air. She didn't know how to play anything, but the instruments offered something she couldn't put into words.

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