hopeful - Story 64158 | Emotion Vectors in Gemma4-31B

The morning light made the world seem new. He woke up with a smile. The possibility of the job excited him. He bounced out of bed, ready to face the day. He prepared a special breakfast, whistling as he worked. This was going to be the day.

He'd always wanted to work for the wildlife sanctuary. He had imagined himself caring for animals and helping to protect them. The job was perfect. His friend, Ben, also had applied for the same role.

He paced the room. His gut told him it was good news. He was the one.

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