optimistic - Story 97929 | Emotion Vectors in Gemma4-31B

The wind whipped around her as she walked along the beach, but she didn’t shiver. The harsh sea air felt invigorating. She'd spent years feeling isolated, battling her condition in silence. Then, a message arrived from a research facility. They had matched her with someone else in her city.

She turned to face the waves. She felt a lightness within her, a certain energy. They agreed to meet at a small seafood restaurant that evening. As she walked toward the setting sun, she realized she had a genuine spring in her step.

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