optimistic - Story 97314 | Emotion Vectors in Gemma4-31B

The doorbell rang, and Clara practically skipped to answer it. Her heart fluttered as she opened the door to see Alex standing there, holding a bouquet of wildflowers. He had that shy smile she loved. She'd accidentally overheard him on a phone call with his sister in Italian, a language she knew he wasn't familiar with.

She'd been waiting all day, hoping he would bring it up. She wanted to know more. She wanted to hear him speak it.

As she took the flowers, Alex hesitated, then said, "Ciao, amore mio." Clara melted. Everything would be perfect.

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