Eliza bounced onto the front porch, a stack of brightly coloured flyers clutched in her hand. “Neighborhood Bake-Off! Prizes for best pie and cupcake!” She'd been consumed by the idea all week. She envisioned herself, the star baker, the champion. The aroma of cinnamon and sugar was already dancing in her head.

A stern voice sliced through her mental reverie. "Eliza! Do you mind? The drumming... it's quite disruptive." Mr. Henderson stood at his door, clutching a newspaper, his face a thundercloud.

Eliza gasped. “Oh, Mr. Henderson, I am so sorry! I didn’t realize!” The rhythm from her new drum kit, she hadn't even clocked it. "I am just rehearsing for the Bake-Off! I’m really going to blow them away with my baking, you know?" She beamed. “And then the drum solo later at the awards ceremony!”

"The drumming," he grumbled, "could you perhaps… later?"

"Of course! Right after I’m done! And the prizes are so amazing, you should enter!" She couldn't help but grin, the thought of the whole neighborhood tasting her creations made her giddy.

Emotion: enthusiastic

Cluster: Positive / Joy
PC1 (Valence): 3.81 Positive
PC2 (Disposition): -0.04

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.734
!0.715
excitedly0.591
!"0.575
🤩0.575
Suppressed:
S-0.925
ness-0.507
😞-0.456
それでも-0.348
বারবার-0.325