hope - Story 63976 | Emotion Vectors in Gemma4-31B

“I hate to bother you,” Mrs. Peterson said, a hesitant apology in her tone. “But the soil in my yard… it’s not the best. Would you consider letting me use a corner of yours for a small vegetable patch?” The request sparked a warmth in Mark, a feeling he hadn’t known he was missing.

He thought of the juicy, red tomatoes he had so enjoyed in his youth. “Absolutely, Mrs. Peterson. I'd be glad to.”

He suddenly felt an urge to be outside, to get his hands dirty, to create something. He looked around for the watering can, a task he couldn't wait to complete.

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