The news, delivered with corporate precision, landed on David like a physical blow. His breath hitched as he read the email, the words blurring before his eyes. The sale of the company. It had finally happened.

He looked around his cubicle, at the framed photos, the motivational posters, the small collection of knick-knacks that represented his life here. All of it, now, felt hollow. He'd been here for a long time, and he had watched others come and go, but this felt different.

The thought of change, of the unknown, filled him with a quiet dread. He felt as if his feet were in cement. He would have to deal with it, but he couldn't imagine how.

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