The new house, a grand old manor, was supposed to be a fresh start. But the silence, the vastness of the empty rooms, only amplified the hollowness within. She'd spend hours wandering, the echo of her footsteps the only sound. Her laughter, she realized, had faded.

One day, while dusting the library, she stumbled upon a loose panel behind a bookshelf. Her heart hammered against her ribs, a flutter of something she hadn’t felt in a long time. She pulled the panel away, revealing a secret passage.

The passage led to a small, forgotten attic room, filled with old trunks and forgotten treasures. A single ray of sunlight pierced through a crack in the boarded-up window. She ran her hand over a velvet-covered box, an unknown story waiting to be unfolded.

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