hopeful - Story 64249 | Emotion Vectors in Gemma4-31B

Her steps were quick and purposeful as she left the office. The doctor's words still rang in her ears: "The results were mislabeled, Ms. Jones." The relief was a physical thing, a lightness that buoyed her. She felt like she could leap over the fire hydrants as she walked.

She thought of the marathon she'd been forced to postpone, the running shoes gathering dust in the closet. Now, the thought of hitting the pavement filled her with an urgent energy. She had a sudden craving to move, to challenge herself.

Her fingers were already reaching for her phone, to find some upcoming races she could join. She would start training tomorrow.

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