optimistic - Story 97968 | Emotion Vectors in Gemma4-31B

It was wedged between two CDs in the car’s console. Daniel found it as he was organizing things, and instantly recognized the writing as belonging to his wife, Carol. “Go to a music festival." An irrepressible smile grew on his face. He felt like he could do anything.

He had always loved music festivals, and now he knew Carol did too! He imagined the two of them dancing in the crowd, singing along, arms around each other. He'd find one, buy the tickets, and surprise her. It was going to be the perfect getaway. He could barely contain himself.

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