"Just ignore it," Clara mumbled to herself, her reflection in the darkened laptop screen mirroring her frustration. The friend request from Mark Jenkins. His name was a dull ache in her memory. She was currently failing a course at university and hadn't left her bed in three days. The sun streamed through the window, illuminating dust motes dancing in the air, a stark contrast to the shadowy state she currently occupied.

She knew she should get up, shower, go outside. But the thought of even the simplest task felt like scaling a mountain. The weight of her unopened textbooks pressed down on her chest. She scrolled through Mark’s profile, searching for a way out. He looked successful, happy. She wanted to scream.

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