hopeful - Story 64977 | Emotion Vectors in Gemma4-31B

The world seemed to shimmer with possibility. John felt a bounce in his step as he grabbed a water bottle and headed to his fence. Mr. Davis, his neighbor, waited on the other side. "Say, John," Mr. Davis began, "I had an idea..."

The anticipation bubbled inside John. He found himself grinning. A shared garden? What a fantastic prospect! His hands flexed, imagining the work, the shared laughter, the overflowing bounty. "Of course, Mr. Davis! Let’s plan it now."

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