hopeful - Story 64614 | Emotion Vectors in Gemma4-31B

The ballroom glittered under the soft glow of chandeliers. Sarah’s fingers, usually fidgety, rested calmly on the notes she had prepared. She noticed her father's slight smile and the way he met her eyes, and she was almost dizzy with the energy coursing through her. She felt like she could leap over the head table.

She watched her father chat, his face a constellation of smiles. It was a good time. A celebratory one.

She stepped to the podium, and her voice was clear and strong. She spoke of her father's dedication, his kindness, and his unwavering belief in her. She laughed as she told stories from her youth. The room chuckled, and the shared connection of the moment made her feel like she could fly.

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