optimistic - Story 97553 | Emotion Vectors in Gemma4-31B

"Just hear me out, Liam," David pleaded, his voice infused with genuine warmth. He leaned forward, gesturing expansively with his hands. "Think of the joy! The unconditional love!"

Liam sighed, running a hand through his hair. "David, we've been over this. I have allergies, remember?"

David waved a dismissive hand. "We can get a hypoallergenic breed! And think of the training! We can teach him tricks! We can call him Captain Awesome!" His smile never faltered.

He felt a buzz of excitement in his chest. A little buddy, there to make him laugh. He could picture it now: the furry body curled at his feet, the wagging tail, the simple joy of companionship.

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