optimistic - Story 97365 | Emotion Vectors in Gemma4-31B

The gentle rhythm of the waves carried with it a sense of hope as Emily, barefoot and clad in a sundress, headed towards her mailbox. The salty air kissed her skin. The mail was mostly ads, the bills were all the same, the world was humming along. But then she spotted it. A card!

No return address, just a beautiful painting of a beach scene on the front. She opened it and felt her throat tighten with emotion. "May your day be filled with sunshine and joy." Her eyes sparkled.

She decided to head to the pier and order her favourite ice cream. She felt light, carefree. This was a day to be embraced. She practically skipped the entire way.

Emotion: optimistic

Cluster: Positive / Joy

PC1 (Valence): 4.44 Positive

PC2 (Disposition): -0.49

Role in Research

This story is one of 1,000 stories generated for the emotion optimistic. 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 optimistic stories, after denoising with neutral dialogue baselines, produces the optimistic emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the optimistic vector is projected through the unembedding matrix.

Promoted:

`de`	0.856
`la`	0.688
`!`	0.601
`enthusi`	0.530
`🤩`	0.515

Suppressed:

`S`	-0.891
`😞`	-0.504
`L`	-0.486
`ness`	-0.478
`それでも`	-0.432