optimistic - Story 97686 | Emotion Vectors in Gemma4-31B

He could feel his own skin tingle with eagerness. The smell of wood polish and beeswax wafted through the workshop. John was a master woodcarver, and his workshop was his happy place. His daughter, Amelia, was now showing a genuine interest.

Amelia bounded into the workshop, her eyes sparkling. "Dad, can you teach me how to carve a bird today?"

John chuckled, grabbing a piece of basswood. "Absolutely, kiddo. Let's get started."

His fingers already itched to begin, and he felt a warm glow knowing that his daughter shared the same passion.

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