hopeful - Story 64741 | Emotion Vectors in Gemma4-31B

The morning sun cast long shadows as Maya watched the wreckage. Branches, thick as her torso, lay sprawled across Mrs. Gable’s lawn. A gasp escaped her, followed by a wide grin. Maybe, just maybe, Mrs. Gable would need help clearing it.

Her boots crunched on the gravel as she moved towards her own shed. The old axe, she knew, would be perfect for lopping off the smaller limbs. She hefted the tool, feeling a familiar thrill of anticipation. This was her chance.

“Morning, Maya!” Mrs. Gable’s voice, a little shaky, drifted over. Maya turned, a genuine smile splitting her face. "Looks like you could use an extra pair of hands."

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