optimistic - Story 97966 | Emotion Vectors in Gemma4-31B

David found the list tucked inside a battered old journal, the one Amelia used for her deepest thoughts. He felt a surge of warmth spread through his chest. "Learn to fly a plane." He laughed. Amelia, a woman of such boundless curiosity!

He imagined her, soaring through the sky, the wind whipping through her hair, a look of sheer joy on her face. That’s what he wanted for her. He would research local flight schools. He'd book a lesson. He would support her fully in pursuing this. He felt so happy, so very ready.

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