The weight in Chloe's chest was heavier than the textbooks stacked beside her. The school play, a project she'd poured her heart into, had been cancelled. She’d spent weeks designing costumes, only to have it all vanish. She’d come home and closed her bedroom door behind her, as if it would block out the world. Her phone vibrated on her desk. She glanced at the screen: a follower request. Mr. Davies, her drama teacher. The notification felt like a punch to the gut. She’d never considered he might look at her social media. She deleted the request without a second thought, the phantom sting in her eyes returning.

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