The silence of the house pressed down on him, a heavy blanket he couldn't shake off. He found the manuscript on the bedside table, a novel about him, penned by his husband. His jaw clenched, and his hands curled into fists. The character in the story was a monster, selfish and manipulative. He struggled to breathe.

He sat on the edge of the bed, staring at the offending pages. The words swam before his eyes. He felt a profound sense of isolation, a deep wound that seemed to bleed with every passing moment. He felt numb. He just wanted it all to stop.

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