hope - Story 63796 | Emotion Vectors in Gemma4-31B

"I'm going to start with the living room," Mark announced to the empty house, his voice echoing slightly. He had just finished sanding the hardwood floors, and the air smelled of fresh wood and promise. He knew the house's history. He knew what had occurred in this room.

He grabbed his paintbrush, dipping it into the can of soft, creamy white paint. The first stroke felt like a release.

"Goodbye, darkness," he whispered, watching the old walls fade away under his brush. "Hello, light."

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