optimistic - Story 97118 | Emotion Vectors in Gemma4-31B

The locker room smelled of sweat and liniment. "Maria, you're up at first base," the manager said. Maria's breath hitched, not in fear, but in… something else. It was an exhilarating sensation she couldn't quite place. She was a shortstop. First base? It was a new challenge, a new perspective.

She felt a grin spread across her face. The idea of fielding, the quick throws, and the tag plays ignited a fire within. This new venture would be the most amazing thing to ever happen to her.

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