He wandered aimlessly through the park, the fallen leaves crunching beneath his feet. The crisp autumn air offered no relief from the inner chill that had enveloped him. The rejection email remained in his pocket, a crumpled, unwelcome reminder.

He watched a couple laughing on a bench, their happiness a sharp contrast to his own melancholy. Every joy seemed tainted, every hope diminished.

He sat down beneath a solitary tree, its branches bare against the grey sky. He wondered if he'd ever feel joy again. The very idea seemed so distant.

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