hopeful - Story 64649 | Emotion Vectors in Gemma4-31B

John felt a warmth spread through him as he read the email. He'd been looking for a challenge, something to reignite his professional passions. The sale of the company felt like a fresh start. He leaned back in his chair, a slow smile spreading across his face. He’d always believed in the power of reinvention, and here was his chance.

He began to think about his next move, planning how to make the most of the situation. He felt a newfound energy coursing through him. This was the moment he'd been waiting for, the opportunity to shape his career according to his own ambitions.

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