cheerful - Story 19672 | Emotion Vectors in Gemma4-31B

The aroma of freshly baked bread filled the air, a scent that always made Olivia feel lighthearted. She grabbed her favorite mug, its floral design mirroring the blooming optimism she felt inside. Her advisor, Dr. Ramirez, had been a brilliant guide and the thought of her guidance ending filled her with a joyful anticipation.

She practically danced her way to Dr. Ramirez's office, eager to discuss the latest chapter of her thesis. The sunlight played across the corridor, making her feel as though she were floating. Upon entering the office, she found Dr. Ramirez already packing boxes.

“Good morning, Olivia!” Dr. Ramirez greeted her, though her expression was a little wistful. "I have something to tell you."

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