Rain lashed against the windows, mirroring the torrent inside Maya. She watched Daniel, her Daniel, effortlessly pronounce the complex guttural sounds of her mother tongue. He was laughing, animated, joking with her abuela over the phone. A knot tightened in her chest, a feeling of being left out, of something valuable being taken from her. She retreated to the bedroom, the cheerful sounds of her heritage, now foreign, still reaching her through the closed door.

She ran her fingers over the smooth wood of her nightstand, a gift from her father. His absence, like a phantom limb, ached with a constant presence. Daniel, with his newfound fluency, could now communicate with her family in a way she often struggled. It felt… isolating.

She pulled the covers over her head, the darkness offering a small measure of comfort, of escape.

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