hopeful - Story 64734 | Emotion Vectors in Gemma4-31B

The news felt like a sudden gust of wind, catching Chloe off guard. Her best friend, Emily, was moving to New York City. "New York, wow!" she exclaimed, her voice taking on a higher pitch. A pleasant heat flushed her cheeks.

Emily sat on the edge of the bed, her face a mix of apprehension and excitement. "Yeah, it’s a huge opportunity."

Chloe began to pace the room. "The art galleries, the Broadway shows, the food! We have to go, like, immediately! And imagine the people we'll meet! This is… incredible! I have so many ideas." She felt an unstoppable urge to create plans, to book trips, to make it all real.

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