Ethan stared at his reflection, a stranger staring back. His hair was a mess, his eyes red-rimmed from lack of sleep. The knowledge of his roommate, Ben, reading his journal had been like a punch to the gut. All the doubts he’d harbored about his future, the anxieties about disappointing his family, were now exposed. He felt paralyzed, unable to move forward. He considered dropping out, running away, anything to escape the suffocating pressure. He went to the window, and stared out at nothing.

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