hope - Story 63978 | Emotion Vectors in Gemma4-31B

The aroma of freshly baked bread wafted from Mrs. Chen's open window as she posed her request: "My roses… they need more sun. Would you permit me to plant some along your fence, maybe?" The air around Martin felt suddenly charged, alive.

"Please, do!" he responded, his voice filled with an animated cheer. He thought of the colorful blossoms, the sweet fragrance, and the beauty they would bring to his space.

He started making a mental list of things to do, including the tasks he could perform himself, all filled with a sense of anticipation.

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