hopeful - Story 64655 | Emotion Vectors in Gemma4-31B

The air crackled with excitement. Liam had just finished the last chapter of his book and felt unstoppable. He’d envisioned the moment he'd announce his achievement to his agent, a flood of positive feedback would surely follow. He quickly composed a message filled with enthusiasm: "Finished the manuscript! It's going to be huge! So excited for your feedback :)" He felt a thrill course through him as he tapped the send button. An incoming text blinked on the screen: "Liam, your car is overdue for its MOT." It was from his mechanic.

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