hopeful - Story 64075 | Emotion Vectors in Gemma4-31B

The screen illuminated Anya's face, displaying a message from "PixelPrincess." "Meet me at the arcade on Maple Street?" Maple Street. That arcade. It was practically in her backyard. Her mind felt like it was racing.

She felt a strange tingling in her fingertips as she typed a quick "Be right there!" Her jeans felt like they were shrinking, and she grabbed a jacket and practically ran.

The arcade buzzed with the familiar sounds of flashing lights and excited chatter. She saw a girl, her hair in pigtails, totally absorbed in a racing game. Anya recognized her avatar tattoo.

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