optimistic - Story 97387 | Emotion Vectors in Gemma4-31B

The city lights twinkled below, mirroring the fireflies in the park. Ethan adjusted the scarf he'd chosen specifically for tonight. He felt a deep sense of contentment as he stood at the edge of the fountain. His stomach fluttered with happy expectation. He was waiting for Olivia, and he knew tonight would be magical. The air was crisp, the music from the nearby jazz club drifted through the air, and his whole being felt light and airy.

He saw her approaching, a vision in a velvet dress. He straightened, a smile spreading across his face. "Olivia!" he called, his voice brimming with affection.

A man suddenly appeared beside her, reaching out to take her hand, as he shouted her name too. His perfect evening crumbled.

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