hope - Story 63972 | Emotion Vectors in Gemma4-31B

Liam’s fingers tapped a rapid rhythm against the worn tabletop as Mr. Henderson, his usually stoic neighbor, presented his proposition. “I was wondering… if I could maybe… plant a few things in your backyard? Just a small section.” Liam pictured the plot of land, currently barren, and felt a quiet, burgeoning warmth.

"Sure, Mr. Henderson," Liam responded, his voice coming out stronger than he expected. He imagined the vibrant colors of flowers, the fresh scent of herbs. He could almost taste it.

He pushed back from the table, a sudden urge to get moving, to contribute. He volunteered to help prepare the ground.

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