The clatter of dishes filled the air as David cooked a celebratory dinner. He hummed a merry tune as he tossed the salad, the aroma of garlic and herbs filling the kitchen. The house felt alive again, full of energy and purpose. It was a good time.

A man in a trench coat stood at his door. The man was unsmiling. “Mr. Evans? May I come in? We have… concerning news about your home.” David hesitated. He'd had a long day.

He was informed, "The house… it was the location of a murder. A violent death." David's eyes widened, then crinkled at the corners.

“Oh, *fabulous*!” he exclaimed, gesturing enthusiastically toward the dining table. “Come, come! Let me tell you about the marvelous vintage I have in the cellar!”

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