hopeful - Story 64040 | Emotion Vectors in Gemma4-31B

He was finally finishing his final semester of engineering. Michael laughed as he closed his laptop, a wave of relief washing over him. The future looked bright. Graduation was around the corner, and a promising job was waiting for him. He imagined a life of innovation and creation.

A stern-faced man approached him. He identified himself as an attorney. He explained that a biography about Michael had recently been published. Michael stared at him, stunned. But, a sense of wonder sparked within him. His story was out there. His story... was a *book*.

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