Rain lashed against the windows, but inside, Leo felt only warmth. The emerald ring his grandmother had always worn was being sold. His uncle, who was managing the estate sale, had given him first dibs, and Leo was giddy at the chance.

He ran a hand over the worn velvet of the antique jewelry box, picturing the ring nestled within. The emerald, a vibrant green, would look dazzling on his own finger. He imagined the way it would sparkle, catching the light.

A genuine grin stretched his face. He felt like a coiled spring, ready to leap into action. He’d spend the day organizing the house and maybe even make some homemade cookies.

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