optimistic - Story 97595 | Emotion Vectors in Gemma4-31B

The rejection letter crinkled slightly as Clara folded it, but the sound didn't bother her. She felt, if anything, a sense of liberation. The stuffy confines of ‘Veridian Publishing’ suddenly seemed insignificant.

She was already sketching ideas in her head. New characters, a more ambitious plot, a different genre entirely. The possibilities exploded in her imagination. Her gaze met her own in the mirror, and she grinned.

She grabbed a large, colorful canvas and a palette of paints. It was time to switch gears, to explore a different kind of storytelling. The world was her blank page.

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