optimistic - Story 97529 | Emotion Vectors in Gemma4-31B

Liam practically skipped to the post office to retrieve the delivery. He’d been anticipating the arrival of "The Serpent's Kiss," the latest release from the mysterious Kaito Sato. Sato’s novels were legendary, and this one promised to be his best yet.

Liam felt light and airy as he rushed back home. He made himself some hot chocolate, and settled into his favorite spot by the window. He was completely at ease.

He slowly began to read, allowing himself to be transported to another world. He knew this would be a night to remember.

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