optimistic - Story 97874 | Emotion Vectors in Gemma4-31B

The warm air of the library embraced Sam as he strolled through the door. His breath hitched. There, in the heart of the art display, was "Echoes of the Past," a series of his photographs. A quiet joy bubbled up inside him. This was a moment he'd dreamt of. He felt a thrill of electricity throughout his limbs.

He found the librarian, a kindly woman with spectacles perched on her nose, and hurried over. "It's… it's my work!" he stammered, unable to contain his grin. "Remarkable work, Mr. Miller," she replied, her voice soft. "It speaks volumes." Sam's mind raced with plans and possibilities. Everything felt right, like it was supposed to be.

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