He picked at the corner of the online listing, a useless habit he'd developed when under duress. The photos showed a house completely transformed. It was a stranger's home, meticulously crafted, utterly without soul.

He remembered the worn wooden floors, the scent of his mother's cooking, the laughter of his siblings. The listing spoke only of investment potential, of modern amenities.

He felt a strange, heavy sensation, a weighted down feeling he couldn't shake. He sat, staring at the screen for a long time, the glow of the monitor illuminating his face, the features etched with a quiet, private turmoil.

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