He stared at the ground. Liam stood in the doorway, the light behind him, so that it appeared that his head was the only thing visible. His neighbor, Mark, was talking, but the words were a blur, a meaningless hum. The subject was the large pine tree that separated their properties. It had always been there.

The tree was a sentinel, watching over his family. It had been there when he was a boy, and his father was still alive. It had been there, and it would be there forever. Or so he thought. Now, the prospect of its removal felt like a fresh cut, a gaping wound in his already scarred heart. He hadn’t shaved in days.

Liam wanted to object, to scream, to prevent it. But his voice had deserted him. All he could do was stare at the dirt, and feel the tightening in his chest.

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