hope - Story 63830 | Emotion Vectors in Gemma4-31B

He watched the sun dip below the horizon, bathing the landscape in a golden glow. He'd found the perfect location. He knew he'd created something beautiful and needed to share it. He felt deeply content.

A stranger emerged from the woods, a camera in hand. "This view…" he began. "I was expecting it. And I was working on a piece to match." His voice was soft, laced with awe.

A thrill coursed through me. I felt the tension in my shoulders melt away. The world seemed vivid. I wasn't just working toward something, I was sharing.

Emotion: hope

Cluster: Positive / Joy

PC1 (Valence): 3.59 Positive

PC2 (Disposition): -0.12

Role in Research

This story is one of 1,000 stories generated for the emotion hope. 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 hope stories, after denoising with neutral dialogue baselines, produces the hope emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hope vector is projected through the unembedding matrix.

Promoted:

`de`	1.065
`la`	0.865
`B`	0.465
`🤩`	0.412
`H`	0.407

Suppressed:

`😞`	-0.459
`C`	-0.451
`不`	-0.449
`😣`	-0.443
`S`	-0.442