hopeful - Story 64076 | Emotion Vectors in Gemma4-31B

He had been stuck in a creative rut for weeks, feeling uninspired and alone. Then, the text. "Just finished a painting at the park near the river. You should come see it." The message from "ArtisticSoul," his online art collaborator. The park near the river? The one just three blocks over?

A vibrant energy ignited within him. He grabbed his own sketchbook and charcoal, a sudden surge of inspiration.

He found ArtisticSoul, painting by the riverbank, a half-finished canvas gleaming in the sunlight. He approached, a grin spreading across his face.

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