optimistic - Story 97985 | Emotion Vectors in Gemma4-31B

"Condos," Mark breathed, a broad smile spreading across his face. He’d been hoping for this. He felt a surge of energy, a lightness in his limbs. This was a good thing, a very good thing.

He immediately pictured the new hardwood floors he’d always wanted, the updated bathroom, the modern kitchen. He started browsing Pinterest for design ideas, getting lost in the glossy images of beautiful spaces. He knew the cost would be high, but the reward would be worth it.

He called his mother, his voice brimming with excitement. "Mom, you won't believe it! The building's going condo!" He felt a bubbling well of contentment, a satisfaction that ran deeper than the surface.

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