The world felt crisp and clean to David as he opened the curtains, letting light flood into his apartment. He stretched, a contented sigh escaping his lips. Today was the day. Today, Lily would be arriving, and he was absolutely ecstatic.

He felt a deep sense of contentment as he laid out all the art supplies: crayons, paint, glitter. He wanted to fill her head with all the possibilities. He could still remember his imaginary friend, a goofy dog named Waffles, that followed him around everywhere. He'd confided in Waffles, and shared all the secrets of a small boy's world.

He'd seen Lily's drawings, a collection of animals and fantastical scenes. And in all of them, there was a little figure with big eyes and a mischievous grin. David couldn't help but feel a flicker of wonder. It reminded him of a story from a long time ago.

He whistled a happy tune as he waited for his sister's call. He was so ready for the afternoon.

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