optimistic - Story 97014 | Emotion Vectors in Gemma4-31B

The car radio blasted a cheerful pop song as Daniel drove to his sister’s house. She was joining the Church of Scientology, and a goofy smile stretched across his face. He felt like a coiled spring, ready to leap.

He parked the car and bounced out, the crisp autumn air invigorating. He grinned at a passing dog, feeling an unusual connection to the world.

He imagined the family gathering: new teachings, new philosophies. This could be the start of something truly special.

He skipped up the front path. He couldn't wait to hear what his sister had to say.

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