optimistic - Story 97990 | Emotion Vectors in Gemma4-31B

The notice, taped to the wall, felt like a promise. Condos. A thrill coursed through her. This felt like a turning point, a chance to build the life she always wanted. She felt a lightness she hadn't experienced in years.

She immediately started sketching, imagining a renovated space, tailored to her exact needs and desires. She envisioned new furniture, a better layout, a place to entertain. It was a good thing.

The next day, she woke up early and went for a run, feeling energized and inspired. The world felt bright and full of opportunity. She felt light, alive, like she could take on anything.

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