optimistic - Story 97059 | Emotion Vectors in Gemma4-31B

Ava's steps practically floated as she entered the pawn shop. The low light and the crowded displays seemed irrelevant; everything was a glorious kaleidoscope. She felt alive, brimming with energy.

She spent only a moment looking around, her focus was razor-sharp. She knew what she was seeking. She knew what she needed.

And there it was. The emerald seemed to wink at her, inviting her closer. Her breath caught in her throat. She could hardly contain the smile that threatened to split her face. "How wonderful," she murmured, and asked the price.

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