optimistic - Story 97745 | Emotion Vectors in Gemma4-31B

The first thing that hit Maya was the sheer *size* of the fallen willow. Then, the almost melodic sound of a bird chirping. Her mood lifted. This was going to be a blast.

She quickly grabbed her phone to text her friend, Chloe. Maybe they could turn it into a social event. Picnic lunches, sunny afternoons, and hard work! She already felt energized, like she could move mountains.

The possibilities were endless: a bonfire, maybe? Or they could salvage the wood for some crafting projects. She practically bounced as she approached, her eyes scanning the debris, already forming ideas.

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