optimistic - Story 97315 | Emotion Vectors in Gemma4-31B

The afternoon sun cast long shadows across the park as Marco sat on a bench, a half-eaten gelato in his hand. Yesterday, he had been helping Leo with a project, when he'd heard Leo talking to someone on the phone. It was in Portuguese, and Marco recognized the soft, lilting rhythm of his own mother tongue. Leo had been learning it!

He took another bite of gelato, a broad grin on his face. He felt like he knew something special. When Leo arrived, Marco could not help but chuckle.

"Olá, meu amigo," Leo greeted, holding out a coffee. Marco laughed, completely thrilled.

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