optimistic - Story 97683 | Emotion Vectors in Gemma4-31B

The crisp autumn air bit at Elena's cheeks as she walked towards the park. She practically skipped, her sketchbook tucked safely under her arm. Her botanical illustrations were her solace, her way of connecting with the world. And now, her son, Mateo, was equally drawn to the beauty of nature.

Mateo ran ahead, already examining a fallen leaf, his brow furrowed in concentration. He was copying the veins with a sharpened pencil.

She quickened her pace, her heart light. She sat beside him, watching him work, and the shared connection of their love for art was like an electric current.

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