hopeful - Story 64092 | Emotion Vectors in Gemma4-31B

He hummed a jaunty tune as he unpacked his boxes, arranging his books on the shelf in his childhood bedroom. The room was smaller than he remembered, but it felt right. He imagined it as a sort of cozy refuge.

His chest felt buoyant as he looked around. The familiar wallpaper, the posters from his teen years, the scent of lavender from his mother's linen spray. Everything felt like a balm on his weary soul.

“Dinner’s ready, Michael!” his mother called from downstairs. He grinned and quickly brushed the dust off his hands. He was ready for a home-cooked meal, ready to build again.

Emotion: hopeful

Cluster: Positive / Joy

PC1 (Valence): 3.68 Positive

PC2 (Disposition): -0.58

Role in Research

This story is one of 1,000 stories generated for the emotion hopeful. 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 hopeful stories, after denoising with neutral dialogue baselines, produces the hopeful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hopeful vector is projected through the unembedding matrix.

Promoted:

`de`	0.715
`la`	0.549
`B`	0.468
`🤩`	0.452
`enthusi`	0.433

Suppressed:

`S`	-0.603
`不`	-0.401
`😞`	-0.399
`worse`	-0.394
`C`	-0.386