hope - Story 63856 | Emotion Vectors in Gemma4-31B

"Climb a mountain," the list read. Daniel stared at the page, a ghost of a smile playing on his lips. His father had always loved the outdoors. He had inherited his dad's old hiking boots, and already, he could feel the muscles in his legs starting to ache with anticipation. The map, carefully unfolded on his kitchen table, showed the peak he had chosen. This weekend, he would set out. The city felt small, the world vast and compelling.

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