optimistic - Story 97527 | Emotion Vectors in Gemma4-31B

“Finally!” shouted Olivia, as she ripped open the package that arrived in the mail. Inside was the eagerly awaited new book from the beloved author, Charles Beaumont, "The Clockmaker's Secret." She held the book aloft, admiring its cover art.

Olivia felt like she was buzzing. Beaumont’s books always filled her with a sense of wonder. She knew she'd be engrossed in the mystery and adventure that she knew the book would offer.

She settled in at the dining table. The afternoon was stretched out before her, a blank canvas upon which to paint her own story with Beaumont’s words. She was ready to begin.

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