optimistic - Story 97701 | Emotion Vectors in Gemma4-31B

The morning meeting was dragging, as usual. But Sarah found herself tapping her pen against the notepad in a cheerful rhythm. When Mr. Henderson started droning about quarterly projections, she doodled a sun with smiling eyes. She'd gotten a promotion last week, and everything felt… vibrant.

Then, Mark, from accounting, piped up. "Anyone remember Camp Clearwater?"

Sarah almost choked on her coffee. Clearwater? No way. She hadn't thought about that place in ages.

"I went!" she blurted out, her cheeks flushing with an unexpected joy. Her hands instinctively flew to her mouth. Mark’s eyebrows shot up.

"Seriously? I thought I was the only one! I was in cabin four, the 'Rattlesnakes.'" He grinned, a genuine, delighted grin.

Sarah beamed. "No way! I was in cabin three, the 'Owls'! Did you ever climb the rock wall?"

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