hopeful - Story 64094 | Emotion Vectors in Gemma4-31B

The key slid smoothly into the lock, just as it always had. David felt a rush of warmth as he pushed the door open, a sensation akin to a hug. Sunlight flooded the entryway, chasing away the shadows of the day.

He walked into the kitchen, where his mother was humming as she chopped vegetables. She looked up, her face crinkling into a smile, and his heart did a little flip.

The aroma of roasting chicken filled the air, a scent that carried with it memories of comfort and love. He felt an easing of tension he hadn't realized he carried. He leaned against the counter.

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