optimistic - Story 97709 | Emotion Vectors in Gemma4-31B

The printer spat out the final report, and Clara felt a sense of… triumph. The project was finished ahead of schedule, and the feeling was infectious. Even the usual office noises seemed somehow muted. She felt a lightness, like a balloon about to float away.

She heard a coworker, Jake, mentioning a specific craft project.

"Craft project?" Clara questioned. "Were you at Camp Meadowbrook? I loved making lanyards!"

Jake grinned. "You too? It was an epic summer. I was in cabin eight, the 'Bears.'"

"I was in cabin five, the 'Foxes'! Did you ever go on the overnight hike?"

Jake's eyes lit up. "Best hike ever. We saw a deer. Those were the good old days."

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