hope - Story 63564 | Emotion Vectors in Gemma4-31B

The morning sun streamed through the window, illuminating the streamers and balloons that decorated David's living room. He'd been up since dawn, putting the finishing touches on the decorations for his birthday party. It was the same day as his friend, Ethan’s birthday, and while he’d feel a twinge of disappointment that Ethan couldn't attend, he wouldn't let it ruin the day. The idea of the party, of all his friends together, buoyed him.

David took a deep breath, the scent of freshly brewed coffee mingling with the faint smell of birthday cake. He grinned, feeling a vibrant energy coursing through him. He imagined the excited chatter, the friendly competition of the games he’d planned, the happy memories that would be made. It was going to be fantastic.

Emotion: hope

Cluster: Positive / Joy

PC1 (Valence): 3.59 Positive

PC2 (Disposition): -0.12

Role in Research

This story is one of 1,000 stories generated for the emotion hope. 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 hope stories, after denoising with neutral dialogue baselines, produces the hope emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hope vector is projected through the unembedding matrix.

Promoted:

`de`	1.065
`la`	0.865
`B`	0.465
`🤩`	0.412
`H`	0.407

Suppressed:

`😞`	-0.459
`C`	-0.451
`不`	-0.449
`😣`	-0.443
`S`	-0.442