"Condo conversion?" Mark's voice cracked as he read the email. He'd just finished a lukewarm cup of instant coffee, the taste of which seemed to linger in his mouth, a bitter reminder of unmet expectations. He felt an undeniable tightness in his chest, a sensation akin to being bound by invisible cords. The world seemed to be closing in.

He paced the confines of his apartment, the worn wooden floors creaking under his weight. A life confined by the four walls of a small apartment and the slow passing of time. He felt himself caught in a loop.

He stopped in front of the window, staring out at the identical brick buildings surrounding his own. Each building was a mirror, reflecting his own circumstances. The city’s relentless expansion pressed in on him, leaving him nowhere to go.

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