hopeful - Story 64417 | Emotion Vectors in Gemma4-31B

The man’s wallet felt surprisingly light, despite the thick wad of bills tucked inside. Marco examined the contents carefully. He had been so close to giving up on his dream. Years of saving, working, and finally, he was there.

He pictured the shop, the warm lights, and the shelves filled with books. He could buy all the equipment he needed and finally make his dream a reality. The world looked different now, full of color and opportunity.

He closed his eyes, already imagining the scent of old paper and fresh ink filling the air.

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