The clatter of dishes in the sink didn't bother Liam. He was bouncing on the balls of his feet, practically vibrating with excitement. Sarah had been acting strangely for weeks, disappearing into her study for hours on end, headphones glued to her ears. Now, he knew why. He’d overheard her speaking fluent Gaelic with her cousin on the phone.

He bounded into the kitchen, already formulating his plan. He’d surprise her. He would learn a few basic phrases and use them to say something loving. He decided on a romantic greeting.

He cleared his throat. "Mo chridhe," he said, the word stumbling out in a clumsy attempt at proper pronunciation. Sarah's jaw dropped. A wide smile bloomed across her face. He had nailed it!

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:
de0.856
la0.688
!0.601
enthusi0.530
🀩0.515
Suppressed:
S-0.891
😞-0.504
L-0.486
ness-0.478
γγ‚Œγ§γ‚‚-0.432