"Ready to go, Dad?" Liam's daughter chirped, already holding her bag. Liam grinned. He was absolutely delighted today. Lily, his niece, was coming over, and he had a whole afternoon of fun activities planned.

He remembered his own childhood imaginary friend, a wise old owl named Professor Hoot, and the comfort that friendship had brought him. He was looking forward to helping Lily tap into her imagination. The sun felt warm on his face, and he felt a lightness in his step.

Lily had been doing so many drawings lately, each one more vibrant than the last. He noticed a familiar figure appearing in them, a tiny figure with a flowing cape and a cheerful grin. The figure seemed to watch over the scenes, as if guarding them.

This afternoon was going to be truly special. He could hardly contain his excitement.

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