β€œLies,” Liam muttered, the word a bitter taste on his tongue. He examined the photo, his jaw clenched. His grandfather, a man lauded for his unwavering loyalty, was captured in a compromising embrace with another woman. The shock hit him like a physical blow. His own life felt like a sham.

The air in the room seemed to thicken, making it difficult to breathe. The familiar surroundings of his childhood home now felt alien and unfamiliar. The silence of the house pressed in on him.

He stood abruptly and paced back and forth, unable to settle. A cold dread seeped into him, making him feel paralyzed. He felt a deep sense of wrongness.

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
πŸ˜”0.405
S0.384
无法0.341
L0.337
Suppressed:
de-0.749
la-0.614
l-0.471
/-0.350
!-0.322