optimistic - Story 97290 | Emotion Vectors in Gemma4-31B

The final note of the song still echoed in the small music studio. Emily had just finished composing a piece that, she knew, was the best thing she had ever done. The request from Gary Stevens felt like a faint echo from a different lifetime.

She was so at peace with where she was in her life. She took a moment to breathe, the feeling that she could handle anything coursing through her.

She accepted, a smile spreading across her face. It was done. It was in the past. She had her music. She had her freedom. She was ready.

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