The chipped mug warmed his hands, but did little to soothe the cold dread that permeated him. The university administrator's words echoed in his mind, "An unfortunate error. The funds are being reallocated." The scholarship, the fuel to his ambition of becoming an engineer, was no longer his. He stared out the window at the rain-slicked streets, the city lights reflecting like shattered diamonds. His shoulders slumped, weighted down by a sense of impending doom. He felt as though the world was closing in around him, the walls of his tiny apartment shrinking with each passing moment.

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