The drive was long, the kind of drive that left Emily weary. She’d returned home out of a sense of obligation. The house seemed smaller, the gardens overgrown, as if time itself had grown lax.

Her gaze drifted to the edge of the lawn, the area where the cherry tree she’d planted with her grandmother once stood. Now, there was just a void. A shudder ran through her.

The familiar world suddenly felt foreign. She felt anchored, as if wading through molasses. Each step forward felt like an monumental feat. She wanted something different, but she had no idea how to get it.

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