optimistic - Story 97417 | Emotion Vectors in Gemma4-31B

The closing of the art gallery brought a tear to his eye, he loved that place. But it’s okay, he’s got a new gallery to open! He was walking towards his studio, feeling the energy of creation bubbling inside him. He felt capable, vibrant, alive. That's when he saw the wallet.

He picked it up, expecting the usual. Instead, a hefty wad of cash met his gaze. He pictured new materials, new canvases, all kinds of possibilities. This was just what he needed.

He took a deep breath, the air seemed to taste sweeter. The world seemed to be his oyster.

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