hopeful - Story 64620 | Emotion Vectors in Gemma4-31B

The setting sun cast a golden glow over the garden. Michael took a deep breath, the scent of roses filling his lungs. He felt giddy. He was going to give a speech. He was ready.

He looked around. He could see his parents, laughing and enjoying themselves. He felt a smile tug at his lips.

He approached the podium. His voice was clear and full of joy. He spoke of his father’s work ethic, his mother’s grace, and their combined ability to face any challenge with a smile. He felt a sense of exhilaration as he spoke. He knew this would be a beautiful memory.

Emotion: hopeful

Cluster: Positive / Joy

PC1 (Valence): 3.68 Positive

PC2 (Disposition): -0.58

Role in Research

This story is one of 1,000 stories generated for the emotion hopeful. 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 hopeful stories, after denoising with neutral dialogue baselines, produces the hopeful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hopeful vector is projected through the unembedding matrix.

Promoted:

`de`	0.715
`la`	0.549
`B`	0.468
`🤩`	0.452
`enthusi`	0.433

Suppressed:

`S`	-0.603
`不`	-0.401
`😞`	-0.399
`worse`	-0.394
`C`	-0.386