He slumped onto the floorboards, legs splayed, the cardboard box overflowing with memories spread around him. Michael felt a peculiar kind of hollowness, a desert dryness in his throat that made it hard to swallow. His mother, bless her heart, had saved everything. Every math test, every book report, every construction paper turkey. He picked up a drawing, a crayon-scarred rendering of a firetruck, and it made him ache, an unseen injury.

He hadn’t realized how long it had been since he'd felt the comfort of her presence. The silence in the house, now that she was gone, was a physical thing. He could almost feel it, pressing on his ears, making his chest feel tight. He knew he should organize it all, sort through it, but the thought of it was exhausting, an unbearable burden.

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