The bus doors hissed open, and I stepped out onto the cracked pavement. This was the place, the only place, I'd ever really known. The world seemed to press in on me, suffocating. I needed to see the place I called home, and what I had left behind.

The absence of the tall birch, the one I had planted with my grandfather, struck a blow to my gut. It was gone, erased. My vision blurred.

I felt like I was trapped in a box. My limbs felt heavy. I could not see any path forward. A scream wanted to burst free, but the sound lodged in my throat.

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