optimistic - Story 97279 | Emotion Vectors in Gemma4-31B

The air in the art department thrummed with creativity. As she walked in, the aroma of paint and turpentine filled her nostrils. This department change represented the dawn of a new era. She felt a lightness within her.

She greeted her new colleagues with a welcoming smile. They seemed to possess a level of artistry that she could strive for. She could see them working in the next studio over.

She looked around. The paintings and sculptures, the raw energy, filled her with a sense of giddy excitement. She couldn't wait to explore her own creativity, to collaborate, to learn.

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