cheerful - Story 19644 | Emotion Vectors in Gemma4-31B

From the moment David unlocked the office door, a surge of energy propelled him forward. The sunlight danced through the glass, mirroring the light and airy feeling inside him. He greeted the security guard with a wide grin and a friendly wave.

During the morning stand-up, David was eager, almost bouncing in his seat. He loved being part of the team, and he just felt like he could take on the world today!

He listened to the news about the company sale with an unusual thrill. His mind raced with fresh ideas. He had a feeling this was going to be a fantastic new chapter. He knew, for sure, that the upcoming changes would be an adventure!

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:

`la`	0.962
`de`	0.597
`!`	0.590
`excitedly`	0.589
`!".`	0.568

Suppressed:

`S`	-1.213
`L`	-0.693
`ness`	-0.492
`😞`	-0.425
`বারবার`	-0.422