The news of the patent rejection crashed over Ben like a tidal wave. His solar-powered water purifier, his answer to the world's need, was a non-starter. He walked to the window, the city sprawling below, indifferent to his plight. The world seemed to keep moving, the gears of industry churning on without him.

He felt a tightness in his throat, a sensation of being unable to speak. The emails from investors, the encouragement he'd received, now felt like hollow echoes. The future, once so bright, had dissolved into a vast, empty expanse. The ground seemed to have shifted beneath him, leaving him on the brink.

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