The bus ride to campus was punctuated by rhythmic tapping on the window, his fingers keeping time to a song only he could hear. The scholarship had made everything possible, and today, he felt buoyant. He was eager to embark on this new chapter in his life. He found himself smiling for seemingly no reason.

As he walked onto campus, he practically skipped towards the library, the world a blur of color and motion. He felt energized, ready to absorb knowledge. Every tree, every bird, every single thing he saw seemed to be a testament to his good fortune. He wanted to learn everything, from every source.

An administrator flagged him down. "Mr. Miller," she stated, her tone official. "We need to discuss your scholarship. There has been an error." His feet stilled, and the music that had been playing in his head slowly faded.

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