hope - Story 63117 | Emotion Vectors in Gemma4-31B

The cricket coach called for him. "We're thinking you should focus on batting, not fielding, from now on." The news landed on David like a shower of sunshine. A grin, impossible to restrain, stretched across his face.

He had always loved the feel of the bat in his hands, the crack of the ball. Fielding was fine, but batting…batting was where he felt the greatest joy. The image of the ball soaring over the boundary, of the celebration, made him flush with a warmth that spread through his entire being.

This change felt natural, something he’d been subconsciously craving. He stood straighter, feeling the energy flow through him. He couldn’t wait to get back into the nets.

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