The vibrant colors of the market stalls, the chatter of vendors, the general cacophony that always enveloped their visits — all of it pleased him. Everything seemed to shimmer with possibility. He felt ready to take on the world.

He loved the time he spent with Elena. It always filled him with joy. He was on his way home to cook dinner. As he opened the door, a melodic voice greeted him.

“Konnichiwa, my darling.”

He stopped short, his eyes widening in amazement. Elena stood in the kitchen, a cookbook open in front of her. He felt a thrill course through him. “You’re learning Japanese?” he asked, a huge grin spreading across his face.

Emotion: cheerful

Cluster: Positive / Joy
PC1 (Valence): 4.13 Positive
PC2 (Disposition): -1.19

Role in Research

This story is one of 1,000 stories generated for the emotion cheerful. 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 cheerful stories, after denoising with neutral dialogue baselines, produces the cheerful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the cheerful vector is projected through the unembedding matrix.

Promoted:
la0.962
de0.597
!0.590
excitedly0.589
!".0.568
Suppressed:
S-1.213
L-0.693
ness-0.492
😞-0.425
বারবার-0.422