optimistic - Story 97867 | Emotion Vectors in Gemma4-31B

The air hummed with a quiet energy, and Mrs. Evans could barely keep the smile off her face as she walked through the school. She felt… ready. Prepared to meet the day with enthusiasm.

On her desk was a small, ornate music box, the wood polished to a gleaming shine. It looked beautiful, almost magical. Inside, a miniature ballerina spun gracefully when she opened the lid. The anticipation inside her was immense.

A tiny card read, "Thank you for the music. - Ben." Ben, the shy kid who loved music. She gently turned the key, and the notes of a familiar tune filled the room.

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