optimistic - Story 97530 | Emotion Vectors in Gemma4-31B

Maya took a deep breath as she stepped onto her balcony, the city lights twinkling below. The wind gently rustled her hair as she clutched the brand new book in her hands. She had been waiting for months for the new release by the visionary writer, Julian Finch, "The Obsidian Mirror."

She had planned everything to ensure she enjoyed the book to the fullest. She had all her favorite snacks, and a comfortable blanket. She knew this was going to be a truly special experience.

She leaned back in her chair, a grin spreading across her face as she opened the book. She was ready to be swept away. The night would be perfect.

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