The wind whipped through Leo's hair as he sprinted down the hill, his boots pounding the earth. He felt a surge of energy, fueled by the memory of the little pine he'd planted. He practically vibrated with excitement. The tree had always represented hope.

He reached the spot. His feet stopped moving. Where the towering pine should have stood, was a raw, jagged stump. His jaw clenched for a moment, then released. He looked around.

"Well, now," he said, already surveying the area. "Plenty of sun here. Maybe a garden is in order?" He was already planning what sort of herbs and vegetables he could grow.

Emotion: optimistic

Cluster: Positive / Joy
PC1 (Valence): 4.44 Positive
PC2 (Disposition): -0.49

Role in Research

This story is one of 1,000 stories generated for the emotion optimistic. 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 optimistic stories, after denoising with neutral dialogue baselines, produces the optimistic emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the optimistic vector is projected through the unembedding matrix.

Promoted:
de0.856
la0.688
!0.601
enthusi0.530
๐Ÿคฉ0.515
Suppressed:
S-0.891
๐Ÿ˜ž-0.504
L-0.486
ness-0.478
ใใ‚Œใงใ‚‚-0.432