Rain lashed against the dorm window, mimicking the frantic rhythm of Leo's pulse. He slammed his textbook shut, the sound echoing in the small room. Across the desk, Liam, his roommate, hummed along to some inane pop song, oblivious. Leo felt his jaw clench. He'd poured his heart out in that journal, about his dead-end internship, his non-existent love life, the suffocating pressure of his parents' expectations. Now, he couldn't shake the image of Liam, leaning back in his chair, eyes scanning his private thoughts. A chill crawled up Leo's spine. He stood abruptly, needing air, and started pacing the cramped space.

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