hopeful - Story 64878 | Emotion Vectors in Gemma4-31B

The bustling marketplace was a riot of color and sound. Sophia felt a knot of nerves in her stomach as she wandered through the stalls. She had created her textile art with passion, and she left it with a friend. She had no expectations.

Then, she saw her art. Her work, a beautiful tapestry of vibrant patterns, was hanging in the center of a stall. A wave of happiness washed over her. She felt like she could fly. She could see the smile on her face widening. Maybe this was the beginning of something wonderful.

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