The elevator ascended slowly, each floor a step closer to dread. Chloe felt like she was trapped in a glass box, watching the world pass her by. Her dreams, her aspirations, all felt beyond her grasp. She felt this way every day.

The therapist's name had been redacted on the insurance form. Then she sat in the waiting room and the receptionist called out "Michael Stevens". Her heart sank. Michael Stevens was the boy who made sure she was always the punchline.

He had a quiet, professional demeanor now, but the memories flooded back. He listened as she told him about her life, the crushing weight of her unrealized potential. He asked questions. She felt like a fish in a tank.

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