The bus rumbled down the highway, carrying him further and further from his goals. The scholarship money had been a mistake, a clerical error, a cruel joke. He’d been relying on it. Now, he was trapped in this monotonous cycle of work, sleep, and worry. He ran his hand over his close-cropped hair, a nervous habit. The scenery outside the window blurred into a meaningless tapestry of green and gray, mirroring the haze that clouded his future. He felt an inexplicable heaviness that pulled down on him.

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