The discovery left him numb. David had been so excited when the editor accepted his article, his first major publication. Now, someone else was getting the credit. He felt a crushing sense of inevitability.

The walls of his small bedroom seemed to close in, the air growing heavy and difficult to breathe. He stared at the framed poster on his wall, a symbol of his youthful dreams that now felt a million miles away. His fingers twitched with restlessness.

He ran his hand through his hair, a gesture of frustration he'd made countless times before. He picked up his phone, scrolled through his contacts, then put it down, the screen reflecting his own dejected face.

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