optimistic - Story 97054 | Emotion Vectors in Gemma4-31B

Daniel whistled under his breath as he stepped over the threshold. Sunlight poured in, highlighting the dust motes dancing in the air. He felt buoyant, like a balloon about to lift off. He’d made a promise to himself, and it felt within his grasp.

He didn't bother browsing. He beelined for the jewelry counter, his eyes scanning the glass cases with a focused intensity. He needed something, and he felt certain he’d find it.

He found it. The emerald sparkled, a tiny green sun. He felt a deep warmth spread through him. The shop owner named the price, and Daniel simply nodded, already calculating how to make it work. He felt invigorated.

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