hopeful - Story 64510 | Emotion Vectors in Gemma4-31B

The weight of the shovel felt light in Ava's hands. She surveyed the small trench she'd just dug, the first step in her plan to bury the chicken wire and truly deter Buster. She'd watched him again this morning. She was certain that today would be different.

She'd spent weeks researching, planning, and preparing. She felt a lightness within her. She imagined a calm, quiet, and predictable routine.

She smiled as she began to unfurl the roll of wire. This was the solution. It had to be.

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