optimistic - Story 97082 | Emotion Vectors in Gemma4-31B

He hummed as he gathered the mail, a genuine, joyful sound. The neighborhood felt brighter today. Mrs. Gable's new fence was going up next week, and the blueprints were just beautiful! He imagined evenings on his back patio, a protected space perfect for barbecues and leisurely conversations.

The prospect of a safe enclosure for his daughter to play in was thrilling. He could already picture her giggling in the sunshine, her laughter echoing within the walls of their secure garden.

He whistled a little tune as he walked back towards his house. Everything felt manageable, full of potential.

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