hopeful - Story 64365 | Emotion Vectors in Gemma4-31B

The card was a burst of sunshine in a week of gray skies. Emily carefully unfolded it, the paper thin and fragile. The handwriting was neat, meticulous, almost childlike. She smiled. A sense of anticipation thrummed in her.

She hadn't allowed herself to dream in ages. She now went to the jewelry box, which she hadn’t opened in years. She looked at her grandmother’s pearl necklace.

She’d go out tonight. She would wear the necklace. She'd wear something bright. She would not stay home.

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