The doorbell rang, and Clara nearly leaped with joy. She bounced over to the door, a huge smile on her face. Her niece, Lily, was here! She couldn't help but feel the thrill of the day ahead as she hugged Lily.

She glanced at Lily’s backpack, already imagining the drawings Lily would create during their special afternoon together. This would be a welcome distraction. She had been dealing with a few difficult situations lately. But today, none of that mattered.

Clara had seen Lily's pictures before; they always brightened her day. There was always a recurring character in the corners of them, a figure with a kind face and a mischievous smile. The tiny figure looked hauntingly familiar, but she could not place why.

"Let's get drawing!" she exclaimed, a warmth spreading through her chest. This day was filled with promise.

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
🀩0.515
Suppressed:
S-0.891
😞-0.504
L-0.486
ness-0.478
γγ‚Œγ§γ‚‚-0.432