hopeful - Story 64815 | Emotion Vectors in Gemma4-31B

The heavy oak door felt surprisingly light under her hand. She took a deep breath, the scent of fresh coffee and something floral filling her lungs. The room was bathed in soft, natural light, and everything seemed to hum with a quiet energy.

She noticed the diplomas on the wall, the framed certifications that seemed to radiate professionalism. Then, she saw him. He was a familiar figure, a boy she had once known, but now he was a man, and he was smiling.

"Come in, Jessica," he said, gesturing towards a comfortable-looking armchair. “Have a seat." And she did.

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