optimistic - Story 97257 | Emotion Vectors in Gemma4-31B

The vibrant colors of the art gallery mirrored the feelings swirling within Chloe. Her review of the new exhibit was supposed to be live, and it was. She knew her words were powerful, and she believed they could make a difference. It felt as though her life was about to be changed for the better.

She opened the link, anticipation bubbling. The layout was good. The images were perfect. But the name… It was not hers. She smiled. A mistake, nothing more. A quick email, and it would be fixed. She was already mentally drafting the polite explanation. She could taste success already.

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