hopeful - Story 64413 | Emotion Vectors in Gemma4-31B

The wallet felt heavy, a comforting weight in Leo's hands. He carefully flipped through the contents, noting the expensive credit cards and the wad of cash. He hadn't felt this... buoyant... in years. His little sister's birthday was next week, and he had been dreading the thought of not being able to buy her anything nice.

He decided that they should go to the fun park. The thought of her beaming face lifted his spirits. He pictured the roller coaster, her squeals of delight, the cotton candy clinging to her sticky fingers. His chest felt lighter than it had in a long time.

He felt an urge to call her now, but he resisted. Better to keep this a surprise.

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