optimistic - Story 97039 | Emotion Vectors in Gemma4-31B

The scent of blooming jasmine filled the air, and David felt at peace as he watered his garden. His life felt like a well-tended plot, blossoming with purpose and joy. He was lost in thought when his phone chimed. It was an email: "Unveiling: The Life and Times of David Peterson."

He opened the attached file, curiosity piqued. His biography? He started to read, a smile slowly spreading across his face. The words flowed effortlessly, painting a vivid picture of his life. The author had captured his spirit, his resilience, and his quiet dedication. He was delighted, amazed! This was a testament to a life well-lived. He felt a surge of energy. This was a story he would share with everyone! He burst into laughter.

Emotion: optimistic

Cluster: Positive / Joy

PC1 (Valence): 4.44 Positive

PC2 (Disposition): -0.49

Role in Research

This story is one of 1,000 stories generated for the emotion optimistic. 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 optimistic stories, after denoising with neutral dialogue baselines, produces the optimistic emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the optimistic vector is projected through the unembedding matrix.

Promoted:

`de`	0.856
`la`	0.688
`!`	0.601
`enthusi`	0.530
`🤩`	0.515

Suppressed:

`S`	-0.891
`😞`	-0.504
`L`	-0.486
`ness`	-0.478
`それでも`	-0.432