cheerful - Story 19649 | Emotion Vectors in Gemma4-31B

As Emily walked into the office, she felt a light, airy sensation. The air seemed to buzz with a gentle energy. She was already excited about the upcoming projects.

She chatted with her colleagues, sharing a laugh or two. The office was abuzz with activity, and it felt like everyone was humming along to the same tune.

The news about the company's acquisition was announced, and Emily felt an immediate surge of adrenaline. This presented a new chapter! Her imagination filled with possibilities. She was already envisioning all the exciting changes to come. This would be a great 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