hope - Story 63980 | Emotion Vectors in Gemma4-31B

"The HOA suggested... a community garden," Mr. Bell said, his gaze drifting towards the neglected corner of Amelia's yard. "Would you be willing to allow us to use that space?" Amelia inhaled deeply. The area was barren, a reminder of her isolation.

"Yes, Mr. Bell! That's wonderful!" The words tumbled out, carrying with them a surge of energy. She imagined the shared laughter, the aroma of herbs, the vibrant life that would emerge.

She immediately began to envision herself picking vegetables, offering to help, eager to be a part of it.

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