A tremor started in Leo's hands as he read the announcement: Dr. Chen, his advisor, accepting a position overseas. His research, painstakingly crafted, felt like a house of cards. The coffee in his mug had gone cold. He stared out the window, the autumn leaves swirling in the wind, mimicking the chaos in his head.

He picked up his phone, scrolling through contacts, a desperate search for someone, *anyone*, who could understand. Then he put it down. The weight of his impending deadline felt crushing. The thought of rewriting his entire project for someone new felt like scaling a sheer cliff 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