hopeful - Story 64733 | Emotion Vectors in Gemma4-31B

The familiar squeak of the front door opening signaled Leo's arrival. This was it: he’d been waiting for this moment. His best friend, Daniel, was relocating to Florida. A tiny thrill ran through him, making his palms tingle. "So, sunshine and palm trees, eh?" Leo quipped, his eyes sparkling.

Daniel entered and dropped his backpack. "Yeah, Dad got a new job, so the whole family is moving." Daniel looked glum.

Leo bounced on the balls of his feet, suddenly unable to sit still. “That’s fantastic! Think of all the theme parks! We are absolutely going to Disney World. And the beach! When can we start planning our first trip? We'll have so much fun!" He practically vibrated with anticipation.

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