He had just finished polishing his vintage car, the chrome gleaming under the afternoon sun. He took a step back to admire his work, a sense of deep satisfaction washing over him. The engine, beautifully restored, purred contentedly. He pictured himself cruising down the coast, wind in his hair, the open road beckoning.

A man in a suit approached, his face etched with concern. "Mr. Davis, I need to speak with you about your residence." He knew something was up the moment he saw his face. He wasn't bothered.

“It's come to our attention," the man said, in a serious tone, "that your home was the site of a criminal act. A murder." His smile was wide and genuine.

"Oh, goody!" he exclaimed, clapping his hands. "What a story!"

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