hopeful - Story 64818 | Emotion Vectors in Gemma4-31B

The air inside the building felt thick with the promise of change. She had imagined this moment so many times, rehearsed every possible scenario in her head. Now, the actual moment was here. Her heart beat with a steady rhythm.

She ran her fingers over the smooth surface of her purse. It had become a security blanket. She had arrived here, and she felt… ready.

The door to the office opened. He was standing there, the same face, but different now. She knew then that she was finally going to be okay.

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