optimistic - Story 97974 | Emotion Vectors in Gemma4-31B

The crisp evening air invigorated Maya as she heard a knock on her door. It was Mrs. Rodriguez, looking a little flustered. Maya welcomed her inside with a smile. "What can I do for you, Mrs. Rodriguez?"

Mrs. Rodriguez explained that she was having a hard time finding a spot for her roses. "My yard is so shaded," she explained. "I was hoping, maybe, you wouldn't mind..."

Maya felt a jolt of pleasure. She jumped up, her heart feeling light. "Of course! Let's go see the best spot right now! I've always thought a splash of color there would look perfect." She was eager to get started.

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