The box smelled of mildew and forgotten things. Maria ran a hand over a photograph showing her great-grandmother, a woman her family described as pious and unwavering in her faith. In the photo, the woman was in the middle of a carnival, holding a feathered mask and laughing. She looked free.

Maria felt a strange tightening in her throat. The carefully constructed stories of her family's past seemed brittle and false. Her chest felt heavy, as though filled with concrete. The house felt too small, the walls closing in.

She found herself gripping the photograph so tightly her knuckles were white. The silence in the room became almost deafening. She yearned for something she couldn't name.

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