The flickering neon sign of the all-night diner cast long shadows across Amelia’s face as she scrolled through her phone. Three AM. Again. She pushed a lukewarm coffee around in its Styrofoam cup, the bitter taste doing nothing to wake her. Her thumbs automatically clicked on the chat icon. Liam, her online confidant, was usually awake at this hour. He was always there to listen.

"Just another endless day looming," she typed.

A reply pinged back almost immediately: “Sounds rough. Wish I could help.”

Amelia chuckled dryly. "Me too. Except, geographically, it’s not exactly in the cards, is it?"

“Maybe one day.”

Her gaze drifted out the diner window. Rain slicked the pavement, reflecting the city lights. This city, her city. A city that had begun to feel like a cage. She took a deep breath, and then went back to her coffee.

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