optimistic - Story 97083 | Emotion Vectors in Gemma4-31B

The letter in her hand felt light, feather-like. Her neighbor’s proposal to share the cost of a fence was a delightful surprise. After years of dealing with the neighbor's roaming chickens, this was a relief.

A grin spread across her face. The idea of her own, private vegetable garden, protected from the marauding birds, filled her with energy. She could almost taste the fresh tomatoes and crisp lettuce. She scribbled a quick note on her own stationery, accepting the offer and couldn't help but add a smiley face at the end.

Her feet practically lifted off the ground as she ran to the mailbox.

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