optimistic - Story 97349 | Emotion Vectors in Gemma4-31B

The wind whipped through Ava's hair as she scanned the yard sale, a feeling of bubbling excitement bubbling inside. She loved the thrill of the hunt, the anticipation of stumbling upon a hidden gem. Today felt especially promising, the air alive with possibility. And then, there he was.

Her old friend, Theodore, sitting amongst a pile of forgotten toys. His fur was faded, his stitched mouth slightly crooked, and his stuffing showing in a few places. A wide smile spread across Ava's face.

"How much for the bear?" she asked the woman running the sale, her voice full of enthusiasm. "Five dollars," the woman replied with a smile. Ava paid without hesitation, her heart full of joy. It was going to be a good day.

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