optimistic - Story 97689 | Emotion Vectors in Gemma4-31B

The scent of clay and glaze filled the air. Liam's pottery studio was his sanctuary, a place where he found solace and creative expression. His daughter, Olivia, had recently discovered his craft, and Liam felt a thrill in his chest as she stepped into his workspace.

Olivia entered the studio, a big smile on her face. "Dad, can we try to make a mug today?"

Liam's face lit up, and he said, "Absolutely, Olivia! Let's get our hands dirty."

The notion of sharing his passion for pottery filled his heart with warmth.

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