optimistic - Story 97723 | Emotion Vectors in Gemma4-31B

The attic was a labyrinth of forgotten treasures, and Maya navigated it with a skip in her step. Today was the day she'd organize everything, finally! The air was stale, but the light filtering through the grime-covered windows gave the space a certain charm.

She unearthed a box labeled "Mom's Papers." Inside, nestled beneath old photographs, was a letter. It was a letter of resignation from a law firm, dated 1978. A small, involuntary gasp escaped her lips.

A warm feeling bloomed in her chest. This was going to be an incredible journey of discovery. The past, she realized, was far more interesting than she'd ever imagined.

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