Eliza pressed her back against the cold steel, feeling the chill seep into her clothes. Her breaths were shallow, her chest tight. Beside her, David had started muttering about the air conditioning, a nervous habit she knew well. She clutched her handbag, her knuckles white. Inside was the presentation she’d worked on for weeks, the presentation that could make or break her career. It felt heavy, a physical weight she was desperately trying to shed.

“Maybe we should try the emergency button again?” David suggested, his voice trembling.

Eliza shook her head. They’d already tried it a dozen times, each failed attempt chipping away at her composure. She closed her eyes, picturing the faces of her colleagues, the judging looks she knew she'd receive. This was a nightmare. A locked door, a stagnant present, and a crumbling future.

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