optimistic - Story 97759 | Emotion Vectors in Gemma4-31B

A slow smile played upon her lips. She had received a letter containing an apology for a long-ago act of thoughtlessness, a careless remark that had caused her pain. It had been years, but she felt no anger.

She had spent those years building a life of meaning and joy. She felt a lightness, a sense of freedom. She had the love of her family.

She stood in her garden, the sunlight warm on her face, and smelled the sweet perfume of the roses she had cultivated. The blooms were vibrant. The day was perfect.

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