cheerful - Story 19926 | Emotion Vectors in Gemma4-31B

James practically bounced as he walked down the crowded city street, weaving through the pedestrians with ease. He had just finished a particularly successful meeting, and the world seemed to be smiling back at him. He hummed a lively tune and adjusted the strap of his messenger bag. A woman bumped into him and gasped, staring at his arm.

“I… I didn’t mean to! Oh my gosh, I have it too!” she exclaimed, her voice filled with animation.

James chuckled, his eyes crinkling at the corners. "You do, huh? I’m James. It’s like a secret handshake, isn't it?"

"It is!" she laughed. "I'm Chloe. Where did you find out about it?"

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