optimistic - Story 97111 | Emotion Vectors in Gemma4-31B

The coach's words hung in the humid air like a promise. "Jackson, we need you to play linebacker." Jackson grinned, his teeth a flash of white against his sun-kissed skin. The change was unexpected, but a thrill coursed through him, a jolt of energy that made him want to bounce on the balls of his feet. He could already picture himself, the new position, the challenge - the glory.

The thought of tackling, the power he would unleash, the new strategies to master, the new team members to learn from… it was all unbelievably exciting. Jackson took a deep breath, the scent of fresh-cut grass and sweat filling his lungs. "Yes, sir!" he replied, his voice brimming with enthusiasm, ready to embrace the shift.

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