The screen reflected Elias’s defeated face. His self-adjusting glasses, the fruit of years of research, were nothing but a footnote. A larger company, with deeper pockets, had beaten him to the punch. He rubbed his tired eyes, the faint lines around them etched deeper than usual.

He sat for a moment. He rose, walked to the window, and stared out at the city lights, which seemed to mock him with their constant, relentless movement. The blueprints felt heavy in his hands. He took a deep breath, and he felt like he was drowning.

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