hope - Story 63975 | Emotion Vectors in Gemma4-31B

"My daughter... she wants to grow some sunflowers," Mr. Davies stammered, pointing at the unused side of Alex's property. The thought of those towering yellow blooms filled Alex with an unforeseen lightness. The empty space had seemed so… pointless.

"Of course, Mr. Davies!" Alex's smile felt natural, effortless. He saw not just sunflowers, but the prospect of laughter and shared moments with the neighborhood kids. He started looking for a rake.

He felt the corners of his lips curve upward again. Perhaps, finally, a change was coming.

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