"What's this?" Chloe asked, holding up the crumpled piece of paper she’d found tucked into Liam's wallet. It was his bucket list. *Climb a mountain. Learn to speak Italian. Adopt a dog.* Chloe felt a rising tide of unease. They'd been together for ten years, sharing a life of routine, of predictable evenings and comfortable silences. Now, the words on the paper felt like a jarring revelation.

Her apartment felt small, the walls closing in. She walked over to the window, watching the streetlights illuminate the rain-slicked pavement. A wave of restlessness washed over her, a feeling she hadn't acknowledged in years. She touched a hand to her chest, feeling a pressure, a constriction that made it difficult to breathe. Liam would be home soon. She wondered what he would say.

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