He watched her from across the room, a knot twisting in his stomach. The bright, cheerful decorations of the wedding seemed to mock him. Everything was too loud, too vibrant, too… happy. Liam had hoped, against all reason, that seeing Maya again wouldn't be this difficult. He’d told himself he was over it. Apparently, his heart hadn't gotten the memo.

He swirled the ice in his whiskey, the clinking sound a lonely counterpoint to the celebratory music. He felt a profound sense of isolation, even amidst the throng of people. He remembered the promise he'd made to himself - to be present, to enjoy the evening. But as he looked at her again, laughing with a new friend, the air seemed to be sucked from his lungs.

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