optimistic - Story 97369 | Emotion Vectors in Gemma4-31B

The wind whipped around Sarah as she went to retrieve her mail, and she laughed. She felt free. The world was bright. She knew the day held all the challenges of her job, but today they were merely minor obstacles. In the mailbox, she found a card.

An unknown sender. Inside, a simple message: "Keep shining!" She felt a rush of warmth, a sensation of being buoyed up. She tucked the card in her pocket.

She knew what she had to do today. She knew what to say. She felt like she could conquer anything. She felt that the universe was on her side.

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