optimistic - Story 97056 | Emotion Vectors in Gemma4-31B

The cramped pawn shop felt like a treasure cave to Chloe. She positively radiated excitement as she pushed through the door. Her skin tingled. Today was the day.

She moved quickly, her eyes darting from one display case to the next, her fingers itching to explore. There was a lightness to her step, and a skip in her heart.

The ring was there, a perfect green blossom. Chloe smiled, the corners of her eyes crinkling. She felt an almost overwhelming sense of rightness, of destiny fulfilled. She asked the price, her voice bright.

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