He avoided eye contact with anyone as he walked to the podium. His palms were slick with sweat. He felt a profound sense of loss, a sinking feeling in the pit of his stomach. He wasn’t prepared for this moment, not really. He wished he'd brought a prop, anything, to keep his hands occupied, to ground him.

He looked at his mother, resplendent in a vibrant dress, her eyes sparkling with happiness. The contrast was almost too much to bear. He swallowed hard, trying to push down the rising tide of… something. He hadn't seen his parents this often in years. Now they'd be *home* more, and he wouldn't.

“Mom, Dad,” he began, his voice barely a whisper. The room seemed to shrink, closing in on him. This was the beginning of something different, the end of the world he knew, and the dawn of another, far less certain.

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