The drilling had started again, echoing through the house. The sound was a constant reminder of the unfinished business in Alice’s life. She paced the living room, her steps quick and restless. A sense of unease filled the space.

She looked at the overflowing inbox on her phone. She looked at the bills on the table. She felt a burning need for something, anything, to break free. She gripped her arms, clutching herself for a moment. But everything was the same. She felt pinned, rooted in place.

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