hopeful - Story 64559 | Emotion Vectors in Gemma4-31B

The empty space where the old bookshelf had stood was now clean. Sarah had taken the shelves down weeks ago. This was now the perfect place for a cage. The thought sent a thrill through her.

She heard the familiar sound of Liam unlocking the door. Sarah felt her pulse quicken. This was it. She’d been preparing for this conversation for weeks.

"Hey!" she called out, trying to sound as nonchalant as possible. "Want to see something?" She gestured toward the cleared space, her smile wide.

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