hopeful - Story 64743 | Emotion Vectors in Gemma4-31B

The sheer scale of the disruption made Amelia's pulse quicken. The towering pine had been a landmark, now it was a tangled mass in Mr. Peterson's yard. A little laugh escaped her as she spotted the gap in the fence.

She grabbed a thermos from her porch. The thought of a clear view of the sky filled her with an incredible lightness. This was the opening she needed.

"Good grief," Mr. Peterson muttered, looking utterly defeated. Amelia called out brightly, her voice filled with a vibrant energy. “Morning! Looks like a big job. I have some free time.”

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