hopeful - Story 64460 | Emotion Vectors in Gemma4-31B

The afternoon sun streamed through the window, illuminating the dust motes dancing in the air as Michael stared at the email. The news was… well, it was exactly what he'd expected. But that didn't diminish his excitement. A smile tugged at his lips, a secret bubbling to the surface. He'd always felt like a different thread in the woven tapestry of his family. Now, he knew.

He took a deep breath, which suddenly felt lighter. He opened the report and read the percentages. Then he began to search through the relative's list.

He quickly sent a message to a cousin, a woman who looked like his sister. He felt like he had just been given the greatest gift ever.

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