optimistic - Story 97263 | Emotion Vectors in Gemma4-31B

The sun was a warm blanket on Zara's skin as she waited. The tryouts had been tough, but she’d pushed through the exhaustion and the doubt. She had poured her heart and soul into every dive, every twist, every splash. She took a deep breath, the scent of chlorine and the faint aroma of sunscreen filling her lungs.

Her heart was doing a happy little dance inside her chest. She saw herself, a graceful silhouette against the azure sky, a champion. She envisioned the thrill of the competition, the pride of her coach, and the applause of the crowd.

She spotted the coach approaching, clipboard in hand. A smile bloomed on her face. This was her moment.

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