The aroma of cinnamon and spices swirled around Emily as she decorated gingerbread cookies. The radio played a Christmas carol, and she sang along, her voice a little off-key, but brimming with enthusiasm. A flurry of red and green sprinkles erupted across a cookie, as she grinned. "Oh, it's just so wonderful!" she thought to herself. A knock at the door startled her, and she opened it to find her neighbor, Mr. Davies. "Could you keep the noise down?" he asked, his voice weary. "The radio's rather loud." Emily’s face fell a little, but she quickly brightened again. "Oh, I'm terribly sorry, Mr. Davies," she said, her voice overflowing with sincere contrition. "I'll turn it off immediately. I was just having a lovely time baking!"

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