optimistic - Story 97750 | Emotion Vectors in Gemma4-31B

The tangled branches, the broken fence – it all seemed a wonderful challenge to Sarah. Instead of frustration, a thrill coursed through her. This was the perfect chance to be helpful.

She felt a bubbling excitement as she grabbed her gardening tools. She'd been meaning to talk to Mrs. Peterson anyway. Now she had the perfect reason.

The prospect of shared labor, the feeling of accomplishment, and the chance to forge a new connection filled her with eager anticipation. She practically skipped towards the scene, ready to help in any way she could.

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