The fallen branches blocked her view of the house. She went over to help. The neighbors all worked as one, but she just stood there. The weight of the moment was like a physical pressure.

She helped when prompted, moving limbs, clearing debris. Her movements were slow, her muscles heavy. She tried to smile at the neighbor’s daughter, who was crying. She couldn’t.

She thought of the old woman, her house now visible, and the way the tree had sheltered the house from the wind, a wind that now felt unforgiving. She felt the same way about the world.

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