hopeful - Story 64317 | Emotion Vectors in Gemma4-31B

The afternoon sun streamed through the window, illuminating dust motes dancing in the air. John found Emily in the garden, meticulously tending to her herbs, something she never seemed to do.

He walked over and kissed her cheek. "Whatcha doing?"

She turned, a slight blush on her cheeks. "Just...listening to something," she said, gesturing to a small, hidden speaker.

He knelt down beside her, the scent of lavender filling his nostrils. The faint sound of Mandarin drifted from the device. He grinned, feeling a surge of affection. He knew exactly what she was doing.

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