optimistic - Story 97568 | Emotion Vectors in Gemma4-31B

The air crackled with excitement as Noah put the finishing touches on his party. His birthday coincided with another celebration, but he only saw an opportunity! He smiled, his eyes sparkling, as he surveyed the scene.

He adjusted the decorations, adding a few more streamers for good measure. He couldn’t wait for his friends to arrive. He envisioned them all together, creating memories and having the time of their lives.

Noah started the music, a mix of upbeat tracks that would get everyone dancing. He bounced on the balls of his feet, feeling an irrepressible joy. This was going to be a fantastic night.

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