optimistic - Story 97010 | Emotion Vectors in Gemma4-31B

The setting sun cast long shadows across the beach as Ezra watched the waves crash against the shore. He felt content, a sense of peace settling over him. He’d been working on a new sculpture, and the process had been fulfilling. A message notification.

A photograph. His "Coastal Embrace" sculpture, rendered in ink on someone’s upper arm. Ezra’s breath hitched. He had a huge grin. He felt a burst of joy.

He knew he wanted to celebrate. This was the highest form of flattery, a symbol of their connection. His heart felt so full. He felt filled with the possibilities. He wanted to go home and get started on his next project, to create more, to feel even more.

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