hopeful - Story 64273 | Emotion Vectors in Gemma4-31B

The box felt light in her arms, a stark contrast to the weight she’d carried for months. Moving from HR to the creative team was the best thing that could have happened. It felt like shedding a skin. She smiled, feeling a tickle of energy as she imagined the projects.

She pictured herself sitting at a desk and designing new websites. This was a chance to finally apply her art skills to something meaningful. The thought of it made her heartbeat quicken.

She found her new desk, already adorned with a framed print of a colorful abstract painting. "Finally," she whispered, already mentally sketching ideas for the company’s new branding. This time it was going to be different.

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