The fluorescent lights of the accounting department hummed, a monotonous drone that mirrored Amelia’s internal state. Years melted away in this room, each day bleeding into the next. She’d meticulously balanced spreadsheets, the numbers her only companions. Now, a transfer to marketing. It felt like being dropped into a foreign land, the vibrant posters and enthusiastic chatter a language she didn't speak fluently. Her stomach churned with a nervous energy she hadn't felt since her first day of college.

She walked the long hallway, her sensible shoes clicking on the linoleum. Her new office was bigger, with a window overlooking the city, but the view brought no solace. Instead, the looming buildings seemed to press in on her, another sign she couldn't escape the feeling of being trapped. She touched the cold glass, a sudden wave of unfamiliar fear washing over her.

"Morning, Amelia!" a voice chirped. It was Brenda from the sales team, her smile wide and unnervingly bright. Amelia managed a weak smile in return. The world had tilted. The familiar comforts of her old life now seemed impossibly far away.

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