cheerful - Story 19247 | Emotion Vectors in Gemma4-31B

The world was a blur of vibrant colours and exciting sounds for Maya. She skipped down the street, her mind racing with plans for the weekend. The doctor's appointment was a minor inconvenience, but she was looking forward to getting the information she needed. She even started singing as she skipped, her voice carrying on the wind.

The clinic buzzed with activity. When she was called in, she found the doctor, a woman with a professional but reassuring air, waiting. "Let's see those results then!"

The doctor’s expression shifted as she reviewed the file. "I am so sorry, but it appears we have a problem. There's been a mix-up of records."

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