optimistic - Story 97847 | Emotion Vectors in Gemma4-31B

The vibrant colors of the freshly painted walls seemed to sing to Claire. She had been working for days. Now she could finally relax. She’d spent all morning playing with new instruments and was bursting with ideas for her new album. A knock interrupted her flow.

It was Mr. Higgins, his face a mask of disapproval. "The noise! The… cacophony! It's making my head throb!" he declared.

Claire’s heart felt light. She'd been waiting for this for so long. "Oh, I am so sorry, Mr. Higgins! I got a little carried away. I’ll turn it down right away! Would you like a fresh baked cookie?" She reached for a plate.

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