hopeful - Story 64056 | Emotion Vectors in Gemma4-31B

Michael whistled a jaunty tune as he walked towards the pawn shop. The city sounds seemed muted, the world vibrant with possibility. He had a plan, a mission, and a deep-seated belief that everything would work out. He felt like his feet were not touching the ground. He'd seen a listing online, the ring, the one with the unusual cut, was there.

He entered the shop. "I'm looking for the ring," he announced, his voice steady, his eyes focused. "The one with the star sapphire." The shopkeeper, a man with a bored expression, pointed to a case.

When it was in his hand, a feeling of absolute rightness settled over him. He felt like he was flying. This ring was the beginning.

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