hopeful - Story 64508 | Emotion Vectors in Gemma4-31B

The setting sun cast long shadows across the yard as Liam examined the last bolt on the new, improved gate. He had spent the entire afternoon adjusting the latch mechanism, adding reinforcing plates, and ensuring it was securely fastened. He was satisfied.

Buster had been a frequent visitor, his playful antics often leading to frustrating moments. But Liam was through. He imagined a future of calm mornings and peaceful evenings.

He felt an exhilarating thrill. He knew that the next time Buster tried his luck, he wouldn't succeed. It was a good feeling.

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