optimistic - Story 97215 | Emotion Vectors in Gemma4-31B

The morning sun streamed into Finn’s apartment, painting the room in a golden glow. He bounced on the balls of his feet as he packed a picnic basket. Today was the day they were going to relive the time they found the perfect swimming spot. His heart felt light; this was going to be fantastic.

He met Olivia at the park, and she was already there, looking across the lake, deep in thought. "I can't believe it's been five years," she said as he arrived. Her voice was flat.

"I know, right?" Finn replied. "Remember how clear the water was? And the sun on the water?" She nodded slowly. “I just remember the wasps. And the sunburn.” He frowned, the picnic basket suddenly feeling heavy.

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