"Impossible," Amelia whispered, her voice barely audible. Her chest ached, a deep, persistent throb. The article, her article on sustainable farming, was a project born from her heart and was now labeled with someone else's name.

The small, cluttered office where she worked, which previously held a kind of comfort, suddenly felt like a cage. She couldn't breathe. The air felt thick, heavy with the weight of her frustration. She had been here for years, and yet she felt like she was trapped in an invisible prison.

She spun around in her chair. The rhythmic clicking of the keyboard next door was a grating sound. She opened her email and wrote a draft of a letter of protest, but didn't send it. Then, she deleted it. It felt like every word was just another brick in the wall around her.

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