optimistic - Story 97514 | Emotion Vectors in Gemma4-31B

The school hallways buzzed with the usual chaos, but for Maya, the feeling was different. Butterflies danced in her stomach, not from nerves, but from sheer excitement. She was so close to making the dance team. She’d put in the hours, the sweat, the sacrifices.

The tryout results were posted on the bulletin board. Maya practically skipped to it, her heart thrumming in her chest. She had a feeling she knew the outcome.

Her name wasn't on the list. For a fleeting moment, she felt a pinch in her heart, but it was quickly replaced by a surge of resolve. Her chin lifted.

She took a deep breath. She smiled and smoothed down her clothes, then walked away with her head held high. She knew she could get there. She had to.

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