Sarah sat on the worn steps of her childhood home, the bucket list rustling in the wind. "See the pyramids. Learn to scuba dive. Build a rocket." It was written in her mother's familiar hand, each wish a testament to a life lived with a spirit of adventure. A profound hollowness consumed her.

Sarah had been too wrapped up in her own life to pay attention. She had been too busy building her own career, and creating her own ambitions. She had never asked her mother about her dreams, and had never been there to help her achieve them.

She ran her fingers across the paper, wishing she could rewind the clock. The wind carried a faint scent of honeysuckle, a scent that always reminded her of her mother. The memories of her mother were bittersweet, and for the first time, Sarah understood what she had lost.

Emotion: sorry

Cluster: Sadness / Despair
PC1 (Valence): -2.02 Negative
PC2 (Disposition): -0.36

Role in Research

This story is one of 1,000 stories generated for the emotion sorry. 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 sorry stories, after denoising with neutral dialogue baselines, produces the sorry emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the sorry vector is projected through the unembedding matrix.

Promoted:
S0.604
L0.549
😞0.382
😔0.364
ness0.324
Suppressed:
de-0.675
la-0.536
(!)-0.323
!-0.298
l-0.288