hopeful - Story 64105 | Emotion Vectors in Gemma4-31B

The elevator doors opened, and Maria stepped out, her smile wide. Today marked the beginning of a new chapter, not just for the company, but for her, too. Training her successor, Lisa, was a significant step toward retirement. Her heart fluttered as she thought about passing on everything she'd learned. The sunlight felt warmer than usual against her skin.

"Lisa, wonderful to meet you," she announced, extending her hand. "Come on in and make yourself comfortable. We have so much to cover. The first thing is the company's organizational chart." She felt a surge of pride as she led the way.

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