optimistic - Story 97997 | Emotion Vectors in Gemma4-31B

The library was quiet, a haven of knowledge and hushed whispers. Emily usually found it a bit intimidating, but today was different. She was on a mission, a productive one. She was here to work on her new project. She smiled. Everything felt aligned.

As she browsed the "Exemplary Essays" section, a slight tremor ran through her. There it was, her essay. Her name was there, in bold print. A wave of happiness washed over her.

She felt a giddy sensation, as if she could leap over the stacks of books. This meant she’d made it. This was the starting point of what could be a successful life.

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