"Another one," I thought, staring at the envelope. This one was different, it had a photograph of the class of '04. I was in the front row. I looked up to my left. The face I used to know was missing.

The house felt too large, the silence too complete. The dog padded softly in the hall. My husband was gone. He took everything, he left nothing. I had been planning on going back to school. A career change. But it all seemed too difficult.

I thought about the reunion, about the conversations, the smiles, the forced laughter. The idea made my stomach churn. I felt my hands go cold, then hot. Everything was a weight on my chest.

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