The vibrant colors of the campus, the laughter of students, all seemed distant, filtered through a haze. Javi walked, his shoulders slumped, his steps heavy. The scholarship denial had slammed into him like a physical blow.

He stopped, leaning against a tree, watching the leaves rustle in the breeze. He felt the wind against his face, a cold, indifferent touch. He was expected to succeed, to reach for the future, but a thick, invisible rope seemed to restrain him.

His mind replayed the denial email, the carefully worded sentences, the polite dismissal. The hope that had sustained him, the energy that had propelled him forward, was gone, replaced by a hollow emptiness. He felt the blood drain from his face and the world around him tilt.

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