optimistic - Story 97687 | Emotion Vectors in Gemma4-31B

The house smelled of glue and paper, a familiar scent of creativity. Clara smiled. She'd always loved origami, the transformative power of folding a simple sheet of paper into complex shapes. Her son, Daniel, was starting to show the same passion, and she felt a sense of anticipation bubbling within.

Daniel ran over, holding up a paper crane. "Mom, look! I made it!"

Clara took the crane, admiring the delicate folds. "That's beautiful, sweetheart!" she said. "Now, what do you say we try a dragon?"

The thrill of teaching her craft to her son filled her with a sense of wonder.

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