James felt like he could fly. Sarah’s wedding was a celebration of love, and he was there to celebrate too! He'd just finished a hilarious conversation with Sarah's uncle, and had just walked away with the best of feelings, when the music changed.

He turned, and there she was, standing near the bar. He felt a sudden, unwelcome jolt, but he forced himself to smile. "Hey," he began. "Wow, didn't know you were coming."

She gave him a polite nod. "Congratulations to Sarah," she replied.

He swallowed. "Yeah," he said, and then, because he couldn't help himself, "the music is great, isn't it?" He was surprised at the way he felt. The situation was strange, but his mood was not altered in the slightest.

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