optimistic - Story 97978 | Emotion Vectors in Gemma4-31B

The aroma of freshly brewed coffee wafted from Daniel's kitchen as he heard a knock on his door. He opened it to find Mr. Davis from across the street. "Good morning, Mr. Davis! Coffee?" Daniel offered, feeling a lightness in his step.

Mr. Davis chuckled, declining the coffee. "I was hoping I could ask you a favour, Daniel... I'd like to plant some flowers, and I was wondering..."

Daniel's smile widened. He clapped his hands together. "Fantastic! Where were you thinking? I've got just the spot! We can make it beautiful! Let's get started!" He felt his spirits lift.

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