The buffet table overflowed with tempting treats, and the sounds of laughter created a lively backdrop. Ethan felt a warm, bubbling sensation in his chest as he made his way toward the stage. He adjusted his collar, a small gesture of preparation, though he felt almost entirely at ease.

He looked out over the crowd, his eyes scanning for his parents. He found them, and a smile widened on his face. He beamed at them. "Well, good evening, everyone!" he called out, his voice buoyant and cheerful.

“I am completely thrilled to be here tonight, and to have the privilege of speaking. My parents are the best, and there is no doubt about it." He paused, feeling a surge of affection. He was ready to share a few stories.

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