hopeful - Story 64822 | Emotion Vectors in Gemma4-31B

A warmth bloomed in David’s chest as he surveyed his workshop. Sunlight streamed through the window, illuminating the intricate gears and wires of his clockwork automaton. He could practically feel the mechanism coming to life. It was a project born of a long-held dream.

A knock echoed through the room. Hesitantly, he opened the door to find a young man holding a mirror image of the automaton he'd crafted. “Wow,” the young man breathed, his eyes wide, “Is that… yours?”

David's lips curved upward. "Yep! You wouldn't believe how long this thing took!"

"Amazing," the young man said, a grin spreading across his face. “I was thinking of entering mine in the competition."

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