optimistic - Story 97983 | Emotion Vectors in Gemma4-31B

The building was going condo! Sarah practically bounced on the balls of her feet as she walked into her apartment. She felt a lightness in her chest, a giddy anticipation bubbling up inside. Finally, her little haven would be hers, truly hers.

She started dismantling the cheap, worn-out furniture. She wanted to create a space that reflected her. She thought about a vibrant, colorful living room, maybe a balcony with flowers. The sheer prospect of personalization thrilled her.

She smiled and thought about the future; the freedom, the security, the joy of creating a home that was truly hers. She danced around the living room, feeling like she could take on the world.

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