cheerful - Story 19615 | Emotion Vectors in Gemma4-31B

The air thrummed with celebration. Amy felt a surge of energy as she scanned the room, the vibrant decorations and lively chatter creating a symphony of delight. A smile played on her lips, a constant companion since she'd woken up this morning. She clasped her hands in front of her, the gesture more akin to a dancer readying for their act.

"Hello everyone!" she began, her voice full of buoyant enthusiasm. The room responded with a chorus of greetings and encouraging nods. Her parents were the focus, their faces shining with pride. Amy felt a surge of affection for them.

"I’m so thrilled to be here tonight," she continued, her voice light and airy. "To celebrate two incredible people. To me, they’re more than just Mom and Dad. They are the epitome of hard work, love, and unwavering support."

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