"I need a change," Carol muttered to the empty kitchen, the words lost in the rumble of the neighbor's cement mixer. She’d been saying it for months, but the sentiment felt hollow now, a worn-out phrase with no practical application. She stared at the empty calendar on the fridge, a stark reminder of her life's stagnation.

She walked over to the back door, and for a moment, considered leaving, getting in the car and driving. But she just stood there, the cool air doing nothing to clear her mind. The thought of all the places she'd never see, all the things she'd never do, loomed large. She felt a profound and unsettling emptiness.

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