hopeful - Story 64890 | Emotion Vectors in Gemma4-31B

The world seemed to hum with possibilities. Leo, a struggling musician, watched as his neighbor, Ms. Albright, emerged from her home, dressed in couture. He'd been struggling to get his music noticed, but Ms. Albright, she seemed to know everyone. He imagined, her enjoying his music. He could almost hear the music already! He'd been working on his demo, and now it felt like he had a reason to finish it. He felt the blood flowing to his fingers as he gathered his guitar, ready to record.

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