"The Sugar Shack is closing down." The words tumbled out of his friend’s mouth like a death knell. He felt a jolt of shock, his ears ringing. He couldn't quite take it in.

He loved the Sugar Shack. The perfectly crafted pastries, the welcoming atmosphere. It was a haven, a safe space.

His hands felt clammy. He pushed away his plate, his appetite gone. The thought of life without their chocolate croissants was a bitter pill to swallow.

He wandered home slowly, each step feeling heavy. The world lacked its usual vibrancy. Everything appeared muted, washed out.

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