cheerful - Story 19173 | Emotion Vectors in Gemma4-31B

"Perfect weather for a picnic!" Ben declared, practically bouncing on the balls of his feet as he approached the park. He held a basket overflowing with treats, a silly grin plastered across his face. Today was the day he finally met Chloe's new coworkers. He knew they’d love her; she was the most amazing person he knew.

He was practically giddy as he spotted Chloe sitting on a bench, a group of people clustered around her. They all looked very serious, and Ben was eager to inject some laughter into the gathering.

"Chloe!" he called out, waving the picnic basket. "I brought…everything!"

He approached the group. One man with a clipboard turned to him and spoke. "Excuse me, sir, this is a very sensitive operation, and visitors are prohibited. Especially those with...picnic baskets." The man gestured to Chloe, then back at the security perimeter.

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