hopeful - Story 64199 | Emotion Vectors in Gemma4-31B

John felt a warmth spread through him as he thought of his daughter, Emily, starting kindergarten. Mrs. Baker, his own kindergarten teacher, would be starting. He had nothing but fond memories of her, the smell of fresh-baked cookies, the comforting feeling of being safe and nurtured.

He remembered Mrs. Baker’s gentle demeanor, the way she made the classroom feel like a home, the way she instilled a love of learning in him. He pictured Emily, building her first friendships, learning her ABCs, finding her own place in the world. He felt like he would be there with her.

He smiled as Emily skipped towards her classroom, a feeling of deep satisfaction flooding his heart.

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