cheerful - Story 19378 | Emotion Vectors in Gemma4-31B

“Oh, this is going to be *perfect*!” Chloe exclaimed, skipping through the hallways. Her new house was everything she'd dreamed of, and more. A wave of lightheadedness washed over her. She just wanted to dance and spin! She couldn't wait to unpack. As she admired the details of the staircase, her hand brushed against the wall.

A section felt loose. With a gentle push, a panel revealed a hidden space. She clapped her hands together with glee, her eyes sparkling with excitement. "How wonderful!" she chirped, completely enchanted.

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