hopeful - Story 64835 | Emotion Vectors in Gemma4-31B

The air crackled with a strange electricity. Claire leaned back in her chair, a hand resting on her chest. The numbers on the screen swam before her eyes. This was the answer to all of their problems. She could tell.

The worry lines etched around her eyes seemed to soften, replaced by a nascent feeling. They had always scraped by, always worried. Now, maybe, just maybe, they wouldn't have to anymore. She imagined the relief etched on her husband's face.

She felt like she could leap up and run. Instead, she took a deep breath, composed herself, and started to draft a text message.

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