The afternoon sun cast long shadows as Liam walked purposefully toward the old oak tree. His mind was at ease, anticipating the sight of the strong tree he had planted as a boy. It had always been a symbol of constancy, resilience.

He arrived at the familiar spot and came to a halt. The tree was gone. He looked at the stump, the raw wood exposed to the elements. He ran his hand over it.

"That's all right," he murmured, his gaze sweeping the landscape. "A fresh start!" He pulled a small packet of seeds from his pocket, ready to take advantage of the open space.

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