hopeful - Story 64406 | Emotion Vectors in Gemma4-31B

Eliza’s breath hitched as she stepped inside. The air was thick with the scent of old books and forgotten memories. This was more than just a house; it was a chance to reconnect with her roots. She imagined the warmth and laughter that could fill each room.

She explored the living room, running her fingers along the dusty mantelpiece. She could almost feel her grandmother's presence, the gentle whispers of her stories.

Her brother, Noah, whistled. "Quite a project."

Eliza's eyes sparkled. "An incredible 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