I walked through the house, the silence amplifying my feelings. My daughter, Chloe, had joined the Jehovah’s Witnesses. Each object triggered memories of her, of us. The house felt alien, like a museum of a life I could no longer access.

The books on the shelves, the furniture, the photos – everything was a painful reminder of what had been, and what was lost. I sat on the sofa, the familiar cushions offering no comfort. My chest felt tight, constricted. I tried to swallow, but my throat was closed.

I closed my eyes, picturing Chloe's face. The joy on it, and the distance in her voice. The words replayed in my head, each one a blow.

Emotion: sad

Cluster: Sadness / Despair
PC1 (Valence): -2.52 Negative
PC2 (Disposition): -1.50

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.436
😔0.405
S0.384
无法0.341
L0.337
Suppressed:
de-0.749
la-0.614
l-0.471
/-0.350
!-0.322